{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# k-Nearest Neighbor (kNN) exercise\n",
    "\n",
    "*Complete and hand in this completed worksheet (including its outputs and any supporting code outside of the worksheet) with your assignment submission. For more details see the [assignments page](http://vision.stanford.edu/teaching/cs231n/assignments.html) on the course website.*\n",
    "\n",
    "The kNN classifier consists of two stages:\n",
    "\n",
    "- During training, the classifier takes the training data and simply remembers it\n",
    "- During testing, kNN classifies every test image by comparing to all training images and transfering the labels of the k most similar training examples\n",
    "- The value of k is cross-validated\n",
    "\n",
    "In this exercise you will implement these steps and understand the basic Image Classification pipeline, cross-validation, and gain proficiency in writing efficient, vectorized code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Run some setup code for this notebook.\n",
    "\n",
    "import random\n",
    "import numpy as np\n",
    "from cs231n.data_utils import load_CIFAR10\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# This is a bit of magic to make matplotlib figures appear inline in the notebook\n",
    "# rather than in a new window.\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "# Some more magic so that the notebook will reload external python modules;\n",
    "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training data shape:  (50000, 32, 32, 3)\n",
      "Training labels shape:  (50000,)\n",
      "Test data shape:  (10000, 32, 32, 3)\n",
      "Test labels shape:  (10000,)\n"
     ]
    }
   ],
   "source": [
    "# Load the raw CIFAR-10 data.\n",
    "cifar10_dir = 'cs231n/datasets/cifar-10-batches-py'\n",
    "X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n",
    "\n",
    "# As a sanity check, we print out the size of the training and test data.\n",
    "print 'Training data shape: ', X_train.shape\n",
    "print 'Training labels shape: ', y_train.shape\n",
    "print 'Test data shape: ', X_test.shape\n",
    "print 'Test labels shape: ', y_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlEAAAHiCAYAAADIypmYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f48182f4750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize some examples from the dataset.\n",
    "# We show a few examples of training images from each class.\n",
    "classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "num_classes = len(classes)\n",
    "samples_per_class = 7\n",
    "for y, cls in enumerate(classes):\n",
    "    idxs = np.flatnonzero(y_train == y)\n",
    "    idxs = np.random.choice(idxs, samples_per_class, replace=False)\n",
    "    for i, idx in enumerate(idxs):\n",
    "        plt_idx = i * num_classes + y + 1\n",
    "        plt.subplot(samples_per_class, num_classes, plt_idx)\n",
    "        plt.imshow(X_train[idx].astype('uint8'))\n",
    "        plt.axis('off')\n",
    "        if i == 0:\n",
    "            plt.title(cls)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Subsample the data for more efficient code execution in this exercise\n",
    "num_training = 5000\n",
    "mask = range(num_training)\n",
    "X_train = X_train[mask]\n",
    "y_train = y_train[mask]\n",
    "\n",
    "num_test = 500\n",
    "mask = range(num_test)\n",
    "X_test = X_test[mask]\n",
    "y_test = y_test[mask]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5000, 3072) (500, 3072)\n"
     ]
    }
   ],
   "source": [
    "# Reshape the image data into rows\n",
    "X_train = np.reshape(X_train, (X_train.shape[0], -1))\n",
    "X_test = np.reshape(X_test, (X_test.shape[0], -1))\n",
    "print X_train.shape, X_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from cs231n.classifiers import KNearestNeighbor\n",
    "\n",
    "# Create a kNN classifier instance. \n",
    "# Remember that training a kNN classifier is a noop: \n",
    "# the Classifier simply remembers the data and does no further processing \n",
    "classifier = KNearestNeighbor()\n",
    "classifier.train(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We would now like to classify the test data with the kNN classifier. Recall that we can break down this process into two steps: \n",
    "\n",
    "1. First we must compute the distances between all test examples and all train examples. \n",
    "2. Given these distances, for each test example we find the k nearest examples and have them vote for the label\n",
    "\n",
    "Lets begin with computing the distance matrix between all training and test examples. For example, if there are **Ntr** training examples and **Nte** test examples, this stage should result in a **Nte x Ntr** matrix where each element (i,j) is the distance between the i-th test and j-th train example.\n",
    "\n",
    "First, open `cs231n/classifiers/k_nearest_neighbor.py` and implement the function `compute_distances_two_loops` that uses a (very inefficient) double loop over all pairs of (test, train) examples and computes the distance matrix one element at a time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 5000)\n"
     ]
    }
   ],
   "source": [
    "# Open cs231n/classifiers/k_nearest_neighbor.py and implement\n",
    "# compute_distances_two_loops.\n",
    "\n",
    "# Test your implementation:\n",
    "dists = classifier.compute_distances_two_loops(X_test)\n",
    "print dists.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAABZCAYAAACZgZicAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvVmMpOd5Lvb8tS9/7fvSS/U6PRtFaUSLokgTFmNEAhHd\nCLIYCEicyzh2gNzYBzCQ0VVychPAJ8iNIRu2kPjYgAElsYxAIiKCkiiRlDhLT89MV3dXV1fXvi9/\n7cufi+bzqkaJIuOcoQzn1AcQnKWn6v+/5V2e93mfT9F1HauxGquxGquxGquxGqvxmxuGf+4HWI3V\nWI3VWI3VWI3V+A9trAKw1ViN1ViN1ViN1ViN3/BYBWCrsRqrsRqrsRqrsRq/4bEKwFZjNVZjNVZj\nNVZjNX7DYxWArcZqrMZqrMZqrMZq/IbHKgBbjdVYjdVYjdVYjdX4DY9PLABTFOU/VhTlqaIoaUVR\n/viT+p7VWI3VWI3VWI3VWI1/aUP5JHTAFEUxAEgD+CKAIoAPAXxd1/Wnz/3LVmM1VmM1VmM1VmM1\n/oWNTwoBewnAia7rF7quTwH8WwBf+YS+azVWYzVWYzVWYzVW41/U+KQCsASAy6Xf5z/+s9VYjdVY\njdVYjdVYjf/gx4qEvxqrsRqrsRqrsRqr8Rsepk/ocwsA1pd+n/z4z2QoirK6hHI1VmM1VmM1VmM1\n/sUMXdeV5/VZn1QA9iGAHUVRNgCUAHwdwFu//EPxeByhUAhmsxndbhfz+RwvvvgifvaznwEALBYL\nFEXBnTt3UCqVsLe3h0ajgePjY0QiEWiahmw2i1QqhXw+j3g8jmq1ii996Ut4+PAh7HY7yuUyWq0W\ntra2UKlUsL29jV6vh1AohJOTE9jtdrz++uv4h3/4B9hsNtTrdSiKgl6vB7PZjE996lNotVoYDoe4\nffs2PvzwQxwcHODevXtQFAXT6RTJZBK9Xg+LxQIWiwWbm5uIx+P4yU9+AgBot9t466238I//+I/w\n+/1QVRUnJycIBALo9/uIRqNQFAX379/H1772NXS7XTx69Ai///u/j29961totVqYTCb46le/itPT\nU7RaLbjdbjidTnS7XVxcXMDn88FisaDZbKLT6eDP/uzP8Id/+Id444038PnPfx5//Md/jEQigVAo\nBEVR4HK50Gw2ce3aNZyenuJzn/scvv3tb+OrX/0qvvvd78LhcFxtEJMJs9kMw+EQoVAIdrsduVwO\nnU4HsVgMb775Jn70ox9hNBrBYrHAZrOhWq0iHA7j4uICr776KqbTKY6OjlCtVnFwcIDFYoF0Og2L\nxQKLxYLFYoHpdAqr1YpUKoWvfOUr+PM//3OMx2PY7XaMRiOMx2NMp1MsFguMx2MkEgkYDAbY7XbU\najUoioJUKoWf/exniMViCIVC6PV6+IM/+AN85zvfwdnZmbx3MBjE8fExzGYzyuUyPvOZz2AymaBQ\nKGA4HMJsNsNkMuH69evodrswGAxIp9PY2NjA6ekpUqkUOp0OptMput0uotEo6vU6zGYzgsEg2u02\n4vE4isUibt26hZ///OfY2NjAyckJkskkxuMxbt68ie9+97t48cUX0e/38Tu/8zv4q7/6K3z961/H\nO++8g2azCV3Xce3aNXmGs7MzpFIp7O/v4/vf/z6MRiM2NzfRbDZx+/ZtvP/++4jFYtjY2MAHH3yA\nRCKBb3zjG/i7v/s7hMNhjEYjvPvuu4jH42g2mzg4OMDl5SUMBgM0TUMgEMB4PIbf74fZbMZ0OsV4\nPMbOzg6+//3vY3NzE5lMBqFQCCaTCYvFAqlUCj//+c+xvb2NUqmEl19+Gel0GgBQqVQQDAZht9uh\nqircbjd+/OMfY319HZlMBi6XC5ubm8hms3A6nWi1WvjTP/1T/PVf/zVUVcXTp09hsVigaRoODg6g\n6zq8Xi+SyST8fj/+5m/+BteuXcPJyQk0TUM4HIau63jjjTdkDiORCM7Pz7G/v49YLIZyuYzT01OY\nTCaYTCY0m0288soraLVauLi4wN7eHtxuNw4PD/FHf/RH+Nu//Vv0+30UCgVYrVa8+uqr+PDDD9Hr\n9eD3+7G5uYnj42PcuHED7XYb6XQaLpcLPp8PqVQKH330ETY2NhAOh/H2229jf38f7XYbLpcLi8UC\ne3t7+PDDD6FpGl544QUcHR3hs5/9LO7duwePx4NwOIyTkxOYzWZ4PB4AwOnpKXRdh8vlgslkgtPp\nRC6XQyQSwe7uLtxuN05PT/GFL3wBZ2dnODo6gs/nw0svvYQHDx6gWq0CAObzOebzOZxOJ/x+PyqV\nCnq9npwTp9OJQqGAVCqFeDyO09NTNBoN+Hw+WK1WKIqCSCSCR48ewWazwev14tq1a7BYLHj33Xeh\n6zpCoRDK5TJ8Ph8GgwEmkwk0TYPFYoHBcFWA6ff7sr6apqFer2NjYwMPHz7ExsYGCoUCXC4XRqMR\nzGYznE4nXn31VRwfHyOfz8Nms6FSqSAUCkFVVSwWCxgMBiQSCRwdHaHf78PhcMBut2NzcxN37tzB\nO++8g3a7jU996lP42c9+BqfTidu3b+Ojjz6Sv+dzmEwmXF5eYnNzE41GA263Gw6HAycnJ7h27RoK\nhQLMZjPMZjPa7Tbm8zmm0yl8Pp/s78lkgr29PdTrdZyeniIej2M0GqHZbMJkMuHOnTvodDpoNpt4\n7bXX8Pd///f43Oc+h3w+D13X0W63YTQaEQ6H0Wg0EA6HUavV4HQ60W63sbm5ifPzc4xGI7z88svI\nZrOIx+NQFAV2ux2z2Qztdhv379+Hz+fDZDLBjRs3UKvV8Prrr+N73/se9vb2cH5+DqvVitu3b+OH\nP/whDAYD3nzzTfzFX/wFrl+/jmq1ina7jVQqheFwiHq9jhdffBEnJydwu92o1Wq4ffs22u02dF3H\nYDCA3W6HyWTC06dPEQgEZE/4/X4YDAaYTCYcHR3B7/cjEokgk8nA4XDA5/OhXq+j1+shHo8jk8nA\n5/PB5/Ph8vISZrMZn//85xEOh/GTn/wEpVIJZrMZDodDbPKNGzfwk5/8BE6nE71eD/v7+0gmk3j3\n3XcxnU7xwgsvIBqN4oMPPsB8PkcgEJB10DQNb731Fn70ox9B13XcvHkT3/72t59roPSJBGC6rs8V\nRfmvAHwPV2XOb+m6/uSXf65Wq2E+n8NgMKDdbiMWi+H8/Fwcm8ViwWQyQS6Xw+XlJRRFkQPKDTWb\nzVAul1GtVrFYLDAajXB0dITLy0tYrVb0ej10u10UCgUYDAaUSiVMJhO0222USiWYTCacnZ2hUqlI\nsAEAi8UCs9kMtVoNlUoFqqri8PAQpVIJ4/EY3W5Xfq5Wq2EwGAAAZrMZ5vM5ut0uRqORbMSjoyOU\ny2V0Oh2oqorRaIR8Po9Op4PZbAaTyYTpdIrT01NcXl6i0Wjg3r17yOVy6Pf7sFqtODo6QqlUQrVa\nlUAKAEqlEkajESaTCaxWKzRNw4MHD9Dr9fDkyRMEAgE4nU5Mp1OUy2VMp1PYbDZomobFYoF6vY50\nOo1yuYwHDx6g2Wyi2+3CbDZjOBzC6XRiMpnAaDRiNBqh1+thPB6j2Wzipz/9qRyS2WwGh8OBwWAg\nRv7o6AhOpxPlchnj8RjtdhvVahWNRgM2mw3T6RQWiwWz2QwGgwGLxQKPHz9GoVDAbDZ7JgAzmUyY\nz+fo9/uwWCyYTqcwGo1oNpvwer3I5XJot9tQFAWBQADlchkffvghcrkcyuUyjEYj+v0+arUaSqUS\nXC4XNE3DxcUFut0u+v3+8h6G3W5HsViUfaeqKsbjMZ4+fYrZbAaLxYJerweTyYRKpQK73Y75fI5e\nr4fpdIparQaLxYJKpQKHw4FeryfGeDqdYjqdolgsYjgc4qc//Snm8zk++ugj5HI5zGYzTKdTZLNZ\naJoGRVFQr9dhs9kwmUzQ6/Wg6zocDocED/l8XvbR5eUljEYjPvjgA2QyGTQaDWiahlqtBqPRiPF4\njMPDQyiKguFwiNFoJHM2mUxgMBjQbDbFsdRqNUwmE1kLm82G0WgEAOj1esjn8yiVSjg7O0OxWES3\n28VgMJB1MxgMWF9fRz6fh91ux3A4lHeqVCowGo2YzWb46KOPcHZ2Bo/Hg2q1CpvNBpvNhkwmg+l0\nimAwiPl8jqdPn6JYLMLhcKDdbkvi1G63oaoqSqWSzFu320Umk5FAis6MZzWdTqPb7aLRaEDXdezv\n76NcLuPRo0fIZDLw+/3o9/sYj8diazqdDobDIRaLhQRn7XYb7XYb/X4f0+kUvV4P1WoVs9kMzWYT\n9XodBoNB9rzZbIbNZsP5+TkWiwVOTk5QLBZxdnaG4XCITqeD8XiMbDYLl8uFdrstn2u1WlGpVKAo\nigRm7XYbmUxGAgbuuUqlgmazCZ/Ph2w2C5PJhMFggH6/L3PWaDQAANPpFMPhEMPhEBaLBdVqFZPJ\nBMPhELlcDt1uV+zMYDBAr9dDq9WCruuy1na7HY1GA5PJBJPJBK1WC91uV36GNtZqtWIymUDXdRSL\nRUnE+V2TyQTFYhGdTgfVahUej0eS44cPHyKXy8n5m06naDabGI1GGI1GkqjV63UMBgM0m014PB6x\nt/l8Hu12W+zlbDbDyckJCoUCVFXFxcUFJpMJLBaLBOvpdFr2E+1nvV5HuVyGxWKB3W5Hp9OByWSS\nZxgMBqhUKrBareKfptOpzOt0OpUEj+v63nvvod/v4/z8HOVyWQIZt9st9lrTNIxGI/F7DNL6/T6y\n2SwKhQJarRZsNhtMJhPC4TCy2azsY4PBgMPDQ4xGI5yenqJSqcBgMIiNefLkCfL5PKxWKw4PDzGb\nzXB8fAxVVTEcDlGr1dBoNDAajXD//n3ZB81mU/wu97nVakW/38discDFxQXMZjMqlYoE5Kqqyt/z\njAWDQYzHY/R6PXQ6HZn30WgETdPQarXgdDpxfn6ORqOBy8tLOXeqqqLX60nA3u12xT/VajU0m01U\nKhVMp1M8evQImqahWCzCZDLJmePZzuVyKJVKmM/nAko8z2G8e/fuc/9QALh79+7p3bt3/6e7d+/+\nm7t37/7ol//+m9/85l2fzyfGwGq1isMfj8dwOp3o9/swm81i9IfDoaBRnU4Ho9EIBwcHsnnm8zmi\n0aj8nMFggN/vl8UwGo2yefr9PubzOex2OwaDAebzOQaDgRw2Goder4fJZIL5fI7FYgGj0Qij0QhF\nUaAoihwqXdcloh+Px+j3+2JMOPr9vmwETdMwmUwwm83gdDolgOt0OgAgB4EbORAIoNVqQdM0zOdz\neaZms4n5fA6v1ysGNZlMol6vSxAzGAwkgGg2m2i1WphOp/B6veh0Ouh2u3Kg7XY7qtUqhsMhHA4H\nNE2DwWCAruuYz+dyGHi4FEUR4zYajTAYDNDtdmG1WuFwOGA2m9FoNGAymWReer0eDAYDzGYzxuMx\njEYjJpMJEomEGO5sNovFYiHGBbhCRHVdF4SKBxsAxuOxIJCtVgvBYBCZTAYWi0UOna7rsk8ajYZk\nqf1+H51OB3a7HYqiSDBrs9nQ7/dhMBjkMLvdbgyHQwm2VFXFbDbDZDIRR8Cf5zM3Gg0JmMxmMwwG\nA7rdLoLBIBaLBebzOUajEaLRKFqtFsbjMWKxGLrdrgTCNFD9fh+6rktATKMzHA6haRp6vR4Gg4Hs\nZRosZtoWi0X+DVHHZYdFBz+dTuVcmkwm+V6e2W63K/M1n88FEWNwxwCHwT4ADAYDBAIBQbsDgYA8\nN50dg3SiuwxS6vW6zC+D6Pl8DqPRiMvLS6iqKs6cgbPdbker1ZIAOh6PS9ZuMplgNBoFyen1ehJU\nzmYz9Ho9AEA+nxfHqGmaOHOLxQKj0ShoB5MuBuacY7PZLAg2n5eBgtFoxHQ6lTO2WCwwHA7hcrkk\n0XM4HJjP5/Izo9FIzhZtz3g8RjQalbNnMpnEgVxcXMhc0p5xffl/vgcDU/5brj+D8fF4LDaado3B\nJT9jMBig3W6j0+lgMplgPB5jMBhIIKPrOhaLBTweD0ymq/yf+5rnfTQawel0CjLLfzubzWA0GuFw\nOGSNls8l7YqiKOj3+3JGut0uVFWVPa8oijjgXq8Ho9Eo/qJarUqQpKqqPC+DUT4v14tnTdM0OBwO\n8SvLSZaiKDCbzdB1HfV6Xc4Lzwbfr16vS2Lp9/vRaDQwGAwwm83g8Xiwvr6OXC6HQCCARqMBRVEk\nqDUYDHA6nbDZbLJW0WhUAhMAEsROp1OEQiEJVglIjMdjVKtVxONx8U2DwQDD4VCCQEVRMBgMxIbN\n53PxhQBkT0+nU4xGI/EZ3Cv0G/1+H+12G16vV85qp9MRG71YLMRXOp1OASkY+BsMBuzt7SGfz0s8\nAAB2u13+3f7+vvy92WyWeRsOh4L+TqdT6LqOarUKh8Mhyeh8PgcAAYcMBgMGgwE6nQ7u3r37zX/f\n+IjjkypB/pOG1+sVB+twOKCqKgaDAWw22zObfzqdygIQLQGusjWn0ynBD0s/pVIJ4XAYJpMJDodD\nnGY0GhXkis6QB9Pn82E+n0vGDQBOp1OcCQAoioJgMAir1YrhcIjBYCDPxkNqMBigqipqtRrcbjdM\nJpMYdqIXAOB2u2E0GqX0UyqV4Ha7JdDxeDwSQM7nc4RCIcxmMzQaDcznc1itVgQCAQmGCOd7PB55\nRqfTKUGS3W6X7+WmpsNzuVxi2HRdF8dotVrF4dJYTiYTOBwOyfhoVKPRqED9nANd16Eoiji65UDG\nZrPB4XDI3C8WC4TDYUwmEyiKIqhbMBiUQJzGabFYwOFwwGazSTBCR8qAiOiZw+GA0WiUubRarc8E\nboFAALVaDV6vV+ah2WxiMplIYMzsx+v1wmAwYDgciqHn2oVCITE6brcbBoNBDA6dCQNSBhtEJRVF\ngc1mg9/vx2QygcfjkcSh3+/D6XQCgOwv7msGprPZDDabTdbU5XJhMpnI+nDtudb9fl/2O42Oy+VC\nNBrF2dkZfD4fvF4vGo0GPB6PnK/xeIxIJILxeCzPY7PZYLVaYbPZYDAYYLVaMZ1OZa/YbDYJOgHA\nZrPJ98XjcbRaLbRaLVkrm82GQCAgc8B9YzQa4fV6xThaLBbJkn0+H/x+P+r1uqAkbrcbwWBQ0Anu\nIbPZLOvocrmg67qcd2b3PC/cq6FQSP49n4MBh6qqso4MGGiLbDabPKvX64XFYpHg3WAwIBAIyHvr\nui7ryLWjTVFVVc4U7aPH45Hy02g0QigUwmKxQKfTgdFoFLTEZrMhEonInvP7/Wi1WnKeTSaT7DuD\nwSCBJQNzlm641tz3y39Pm0ZbYDAYEAwGoWma2A6HwwGPx4N6vS6/ZrLD5IjnRNd1eQ6uPQMcg8Eg\n6xUMBuVsuN1ujEYj+Hw+SSSWv8PlcmE4HEJVVdjtdkGkSN2YTCYIh8Oo1+tYLBYwmUzw+XyYzWZQ\nFEUSXCI23Je6rktQ4/f7MZ1OpQrA/bGcbNF3cS5DoZAEHHa7HW63W+xQrVaTs6WqKoLBoMwl7Qf3\nNudZVVV0Oh0BAriPXC4X/H6/BHwej0eqBbSdDocDoVAIfr8fs9lMUCYA8kw2mw1Go1H8J0vCTHbo\n8xjk+P1+aJoGXdflP55Pk8kEr9cr1S76SlJLKpWKrI/JZJIzNRwOEQgEEA6HUS6XYbPZxHdyXxuN\nRqytrUlJnd/FM00fx6oN32HZJtLvc85pR5/n+MQQsF83vvnNb95lxsLAgk621+sJvDmbzbC9vS3O\n2GAwCNKjKIqgK/l8Hn6/H4VCAeFwGKVSCbquC/QfDAZlMUajERwOB2q1GobDIXZ2dnB2diYZYqvV\nwmg0QrfbhdPpRL1eh8vlgsViQS6Xw3g8RqPRkDILDQ9LNAxIOp0ONE1Dt9vFiy++iEKhII6WGRcP\nD0toqVQKANBsNnHz5k3cu3cPnU4HrVYLgUAAACRIYTDC8imzn3q9jldffRXvvfceYrEYbt26hUeP\nHomDMJlMUBRFArHhcIi1tTWcnJxgbW0NZ2dn4jhqtZpkpsy6md3yIDODZDmAhmo2m4lBKZVKaLVa\niEQimM1mgrIZDAZ0Oh00Gg2Zkzt37uDBgwew2WzyZ3yOdrsNTdNgNpslUCIa6nK5cHl5pX6ytraG\nRqOB27dvC+LAbJclUkVRUKvVEAgEMBgMBEIfj8fCgyEKweyUGdRoNIKiKLi8vITNZhOYOhqNolgs\nSol8a2sLl5eXEugx47JarSiXy7BarRiPx/B6vTg9PRV+Q71eR6lUQjAYlKCjWq3C5XLB7XZLSZEB\nVSwWQ7FYFGNUqVTgdDpx48YNgf3dbjfOz8+hqqoEAzSKLJUpigKDwSDnYDAYYHNzEw8fPpTyB1EN\n8odOTk4AXFEKIpEI6vU6+v2+IClMpEKhEC4uLuBwOISbybklmvvyyy/j3r17AH6BPjGw63Q6iEaj\nSCaTWCwWOD4+RjgcRqVSkeCr2WwiHA7j8vIS7XYbfr9fys3MZqvVqvB1er2elHHp8CKRCHK5HN54\n4w1ks1kJcur1Oq5fv47z83NxBuRf0b4QgaSD6ff7Mt/pdFo4SuTYBYNBoRCEQiG0Wi0kk0n0+33M\nZjOYzWYpMxFtMBgMKBQKYiMZLPPziORsbGxgPp8L7WJ9fR2VSkWQKq5Pu92WSsNsNhO7xn0dCoXg\ncrmknEcbQLvQbrelPJNMJqGqKnK5nARSdMA8F7Rnk8lE1p68Mq6J2WyW72u1WoJaE2GKx+MoFApy\nptrttpQ8iT6xutJoNCSRXiwWiMfj4m9Y/iIdotlsYmdnB7VaDbVaTRImlluJ+BK9t1qt8vlEhknP\nYGBNbhttHRPyyWQiSC7L3FyDXC6HZDIpKJimaVLebLVaYscIBBAU4Bns9XrCTXY4HJKMFItFqUK4\n3W4oioJYLCYoUbPZFDvAz97d3cXFxYX4BPra8XgsSD/LnaTrECRYTlYnk4kk2izL0pYTUbdarVJi\n9Xg8KBaLUlptt9sYDAZQVRWFQkH8s9frxeXlpZw9JuTFYhFGoxH5fF72rKqqcDgcyGaz6HQ68Hg8\ncLvdKJVKACBoOWk2BwcHKJfLGA6H8Hq9qFQqzxUB+7VK+IqifAvAmwAquq7f/vjPfAD+FsAGgCyA\nr+m63vn47/4VgP8CwAzAf63r+vd+xefqGxsbsohutxtms1k2Kg2z2WyWrMFisYgRYuDy2muv4cc/\n/rFE9C+99BIeP34sB47E/G63i729PVSrVSmn2O12mM1mAFfZFHkT5GfQoBJFGY/HCIfDsnkZaNAY\nk+jMjcWyAw/cYrGApmlSl7darWi1WlIasdvtaLfb8Pl8aLfbCIfDMJvNKBQK4sgJ65tMJiQSCSEe\nulwuVCoVhMNh7OzsoNFooFAoQFEU+P1+ybDIgXG5XAiFQhJQMINk2XEwGCAWi6Hdbks2ygCVzmWx\nWCASiaBWq+H69es4PDwUxJKBGSFju90ukL+mafD5fJLl2O12GI1GbG9v4+LiQgw4M9RlNIvOgga/\n2+1isVhIQEoy8bVr1/Do0SNsbW1JQO/3+4X0Tz5OKpXC5eUlZrMZAoEAbDYbyuUyFosF3G63ZJPA\nVZYdCoUkeDMYDPB6vRK0MXDhMzO4ajabAIBwOCyGbTKZYHNzUwJMs9mMW7du4cMPP4TFYkEqlcLj\nx4/R6/WEe8ayHrPa2WwmpSyimePxWH7ebrcjFArJ8zHQLxaLgtJ4vV6B9FmysNvtCAQCEsQZDAYJ\nqBOJKzm/09NT2Gw2QQfIJ/R4PNA0DcAVN2w+n0v2PJlMEI1GcXp6Cq/Xi7W1NVSrVQmuier0ej0E\ng0FUKhVBq7LZLCKRiDhLq9UqJVgS8MkJIwckmUyiVCrBaDSiXq/j1q1bkqAYjUYhsTMoDgQCKBaL\n8Hg86Ha7CIfDyOfzcLlcUnpj0mM2myUpYVLHMx4Oh6WkwRIk0WqWu0lgNxgMaLVaEgiw0aDdbsue\n03VdHORwOMT+/r44a9qoz3/+80in02i329JMYTQa0el0sLe3J+X4ZQ4aOX6BQEACI6J5RFZCoZAE\nCUTVeZ4nk4mUx5d5okajUd6biKjD4UAkEhGnGA6HMRgMoOu6JLyBQEB4OG63GzabDZ1OR+wkkUMG\ngzyXRqNR7Dfni8lgKBRCLpeD2+3GeDyWdSYNQ1VVeDweNBoNJJNJ5HI5oZbwrFssFoRCIZyenkrp\nlL6IPqvVaiGRSKDT6cBisUgizkDQ5/NBURS0Wi2xDwQV2OTUarUQjUYxGo2wsbGB+/fvy3xGIhFc\nu3YN3/3ud7GxsYFcLodYLCZlUO47m82G09NTWCwWBAIBVKtVzOdzrK+vy95gYpLJZCRJpn0AgN3d\nXdRqNYzHY2iaJuteq9UQDAYFHaLtstvtsNlsaLfbiEQiElyzkkF7QA7eMjixu7uL09NTuN1u1Ot1\n2O12qYjU63W43W6xUVwXNlx89rOfxQ9/+EM4HA4J4Oi3x+Mx3nzzTTx48ECqXmtra0in03A6neLn\naJ9KpZL4MlZWjEYjPB4PKpUKAoEANE1DtVr9jXdB/iWAfwPgr5f+7E8AvK3r+v/w8T2P/wrAnyiK\nch3A1wAc4Ep64m1FUXb1XxHlpVIpyWC8Xq9wPVwul5RPTCYTqtWqlI4I6zJIYBdUPB5HOp3G1tYW\nzs7OoKoqzGYz9vb2JNvc3d0VxK1SqSAWi0HXdYxGI0FmWH4Brkit5XIZHo9HMvRYLAar1YpwOCwO\nkGTrjY0NaRAYDAaIx+PQNA0bGxt48OABAoGAlDzIVQOAUCiEfD6P7e1tPH78GACETxaLxTCbzbC3\ntyeddwxgGPQRum6329jZ2cH+/j7eeecdbG5uCm9ha2tLDhj5N4TrmQnRuDAAZMBCfl6r1ZLPYqAF\nQAxUNBqVIMDlciEcDmM+n6NWqyEejwtayKyLnU3xeBxmsxk3btyApmnS5djv9wXJCofDMBgMQjhm\nAMuSjd/vR7lcxvb2NoCrTLxYLAK4KjMy4CE0zqBnZ2dHiJfb29sy70QA2OgRjUaxubkpJWHyAPf2\n9nB0dCQw+cnJCVKplPDgzs/PZa9sbm5CURTkcjk4nU7s7+/j+PgYFosF7XYbBwcHePToEdxuN3Z3\ndzEej3Fy0JpgAAAgAElEQVRyciL7kc8DQMpgzWZTUDDyFgidMwBkZ+ZgMEAymcRgMJA9vbGxgYuL\nCwSDQdy5c0cSm3A4LCUHnhVN07C1tSW8QQazNNgsuTIgY2Bot9slICQSmEqlsLu7K+jxfD7H2toa\nSqUSotEoAoEAjEajlOlqtRqi0SgqlYoYx2QyKd1UoVAI8/lcnEkwGJRuTyJmwWAQRqNRqAVerxeq\nqqLdbss7kxJADqrL5cJnPvMZtFotzGYzSRCcTqd0/hJNZ2IQDoeFW+XxeKT0FQwGBbFfLBYSlJFi\nQCJ8MBiEzWbDeDzGxsaG8AK5/vF4XLqNC4UCjEYj9vf30Ww20e/34fF4JFHzeDziFGnfWG4ymUww\nm83iEL1eLzwejyA7l5eXWFtbE1SDNprleqKTXq9X7AgRCiatLDl5vV5sb2/L+WdAQB4Una3dbofL\n5YLD4ZBOTLfbjclkgq2tLaEh0D6x3L61tYXZbIZQKITxeIxKpSIlt+l0KgkgAwMm7DabTfYObRTL\npJubmxJs0U7QRnJ9iaLZ7XZEIhE4nU6xs5qmCRcwFApB0zREo1FEo1E0Gg0YDAbs7Oyg1+vh0aNH\ncDqdkoTu7u7i6OhI5jyVSmF7exsejwfb29tot9viQ5xOpySrPp8P5XIZdrsd/X5fziKToL29PVxc\nXGBtbQ25XA5WqxUej0dK7F6vF4lEQnxkJBKRAG42m8lZIiqrqioAwOfzAQAikYgkJJqmSZlY0zSs\nr6+jVCohEAjA7Xbj8vISwWAQnU4HkUhEAuJ4PA6Px4MHDx5ga2tLSoIsq45GI6RSKVy7dg0PHz6U\nSgwDQTYB7e7uSnfmbDbDzs6OcJ1jsZig2vTLpPm4XC4ptQJXFadQKPQMD/B5jV8bgOm6/qOP5SSW\nx1cA/PbHv/4rAO/gKij7TwD8W13XZwCyiqKc4Opaovf/3z774uJCon8aRMKqLPfwADB7IambGd7R\n0ZE4STqs8XiM+XyO8XiMdDotHIOTkxMxZgBEvoAGoFqtQtM0lEolObjdbhedTkecKMsiLDeSDGq1\nWgFcEY1Z7qjVatB1HZlMRmrdhO1p1MjzsVgs0qlpsVjQ7XYRCASQyWTQ6XTw5MkTQRlImCXk3Wq1\nhNOUyWTEmBweHsJut0sU73A4JCMaDAZyMGazGYLBoGQghHG5BoSGiejl83kAVwRFBm+tVkuaIZj9\n0RiT57GMCpbLZWiaBk3TkM/nnyECBwIBZLNZzOdzKVuwFZ3ogdPplIPOTG0ymeD8/Fw62vr9PlKp\nFKrVqnST+Xw+KTWYTCacnp7KOp6dnaFQKEhAxrIuAx3uPRo4OrlutyuogcFgQCaTET6Cy+VCtVqV\nzjQiKLPZDOl0GgaDAcViUbpsiYg8efJEGhFYggEgz8RSEhs6iBYsZ51ut1va1YErNIWkVKJkhUIB\no9EIlUoF9+7dQ6/Xg9PplLKeqqrw+XwolUrSlQkAjUZDEJ7Hjx8LFzIWi+Hi4gLAFeeMnBly0Yim\nFAoFKWWynJXL5RCPx5HNZqHrOsrlspRXFosFyuWyBCuDwQD5fF66TElAZ8k4m80KIpXNZjGdTqVs\ny5L9dDpFvV6X0gj3kc1mQ6PRwPb2NtLpNI6OjuRss8OP5H4GcPwMcojIhyThf7FY4PLyEqPRSBo7\n2E3HxgDaLCLmo9FI0FkS4NnJudyURFkXBsV0MjabTcjMDBZJ3i6VShgOh8KnYjLJvcagmFUBANKF\nxl+zMYl8STZh8DzxmWljlrsRybUj1YMdqezUZRLIDs3RaITz83PhXTIYbTQawgtm8svnXCwWgty4\n3W4hhyeTSTmTnNPJZILT01M5N+xYJt2FyBzPNdeNaz0cDsUe067zzLKDD4A0TbHZgDw9Nkidnp5K\nl6/FYkGn05EGLRLcuZ/Zfc8yPwnynMd4PC6d0SzpErliVWkZWbdarcjn84L2EEFVVRX5fF66CWk7\nB4MBRqORJKzD4RDlclmaVJhYsvO1VCpJEMv9zvIi7Qs/o1AoYDKZ4OzsDF6vV/i1fOZsNitVG6PR\nKIgzqUCz2QxPnjyRM04ElzSDcrksa9LtdsW+k8BPdJNrScrO8x7/rkr4YV3XKwCg63oZQPjjP//l\nK4gK+P+4gohddyR00tkRtqYBIQJAVItdJGwFJleHG8Hr9YrR44Fhlwg7BllW4OfTmdIgLfNWWHLg\nM5McynIon5fERZKOWTYDrlAYq9UqzohERZJMXS4XgKsMgmVXZqPMkj0ej2xsbg5mW+xII1y/sbEh\nBPhoNPoMF0dVVcmIqEvGAMvv90tQarFYAFwRMEn6ZwbLDc1yEA0uSYx87n6/L7A3USuO5U4T4Cog\nVlUV6+vrQvBkpx7XnMEdOyFZPmJGym7DWCwGp9OJWCz2TGMFHQt5RYS2adDH47EE/Gxm4HryWZZL\nHyS0c275rOTLud1uKQewE9RsNktQQYKnw+FAp9OR76LT4edxv/EckDjLJgk2o/h8PkSjUXkeorxE\ns0j6ZxMIwWlyVQjJL5Nmo9GoGJ9+vy+lJZYWmIRwDyyTYZmV2u12cShEOgDIOvN9gsGgoMR0fKQk\nGAwGGAwGQUPZcchgkjwmlvi73S6MRqMEf8vaU3Q6dIQMFLhm7Mo1Go2w2+2CbBBV4Xuyk5C2gIRu\nh8Mhdo37jI6IaD4DicViAQBy5jhfPF/LjUDLnYTsvGUZNBgMCoHaaDQK6sYSdDweF74RE1tWGsxm\ns7wnO/ZMJpPwadistBxUEMFntzCpEHx+Jmi0TbQbtLU837TlXq9XmhXY+cbvI82A3825oS0gpYSB\nIe01ecXcj+Sleb1eQdeI/NFm2+32Z2Q12JXP803iORFO+pZgMCjIH88k7Q7XE7hCpml/eba5b8g5\no290Op3CfxwMBvD5fBJokxrAvU10kGVVItRutxvJZFJ4a+TJkfpBlJn7j+/IefZ4PNKAwqYuNrkt\nN2cwCeTa00dweL1eDIdDJBIJSU4BiD+jr2RH7PIZYpMK0Vl23xKtZmcqwRuTyYRCoSC2mXuNZ4UJ\nDM8VObKcR9qd5eaxT0KG4nldRfTvpGpPIi71ssrlspDeqZlFQiu7o0jwY8cCo9xKpQKz2Yx0Oi0c\nCAptkpycyWTEWBDVYMs/ydv5fB7FYhHn5+coFAoiRkmtKZZAMpkMKpUKisWitLMS8er1eohEIhgO\nh2g2m6jVapK1s5uJJFs6AOAKESR3imRREsPJm6FDZrstycS1Wk1amU9OThAMBlGtVqGqKhKJBC4u\nLkTrhNF8s9mUbsVkMimkxmUNs8lkgkajgVqtJs6k3W6LfADRvrOzM9m8zNjIZyN3hYgF15iZSafT\nEdIrS7fMwimH0Gq1kMvlMBwOUalUhLjP9n+S8PmZxWIRuq4jEolIME5UAYCgrrlcTjr9JpOJaCaR\nU8YggPyck5MTQUaJwjSbTVSrVckMiTiw24xZdKFQEKkBVVVxdnaG0WgkXT2PHz+Gz+dDq9USEjm5\nTgAEdbHZbKjVauh0OpjP589w+OjMiXhEo1EpLVitVilZUa6AGXOz2ZSyiKZpUqrlPq1UKhiPx8hk\nMqjX6/L3FosFpVJJAn/OJfX36HAnk4mggbquI5vNClrLTLpcLiORSEDXdUF2S6USyuWyOA86zmQy\niVqtJsT6crksQRmTpkajId1kDLyofzUcDuXfkQNFO8GEislQp9PB+fk5arWa8E2I2pADGAgE5FnY\ntk5HTtvFjkwmE41GQ+wZUQMikKQbMNBhw4SiKKhWq7i4uBCysq7ruHfvngiCsquRz0+dNfJsaXO5\nR4kQk7BOu2g0GgXVZlcl/y05abQXAIRPRK4XUREGqeVyWbSY8vk8stks6vW6OG1qM1LChyhIPp8X\nPS3K65CLxArF+fm5oDYM9lwul+iIkWfodDoRCoXkvBsMBpyfnwttQtM0KYfl83kJik5OTqQywe9k\nQwr3Exsj6vW6kOcZBPGzAIiuWavVwvn5uSB75Lj6fD4R9CX5v9Fo4OnTp3K2iMYT2eU6Z7NZ6byc\nzWaSMBB5Pjs7E90+q9Uq5bvRaCQBdyaTkXJyt9tFKBQSnbZqtYpKpSL6luy6XdbqYnmbvpZlelY6\narWaJG/keXNvMBFmIt1sNgV9K5fLgh5XKhUcHx8LiABcyWzQ7lgsFkEwqUN3dnYmNAhqV/K8sMpC\n+81KB8WdmVQ97/FrSfgA8HEJ8v9YIuE/AfC6rusVRVGiAH6g6/qBoih/AkDXdf1ff/xz/yeA/1bX\n9f9HCVJRFJ1ttUQMdnZ2RLeGtVxuzNFohGAwKMacUOa1a9fw/vvvC4p1584dXFxciIFgx1i/38en\nPvUpZDIZgf6JMlFn6/j4WGrZzFxI1Ltx4wbOzs6e4Y9Q7JWlGmaTBwcHSKfTkjEyYFrW32KpKJ/P\nY319XfgJ5CaxFs0DT+XkZXE6KhPrui6cDIfDgXg8jmg0ivfeew9GoxFbW1siMsnOQba208DwXQmt\nT6dTRKNRlEolcd5Wq1Vq/wwEWMPf3d2VrktmxizDbGxsyPezTEMUh3pn0+kUa2tr6HQ6SKVSol68\nLLfg9XqFawNcoYrNZvOZ9m4acga8u7u76Pf7AsVvbm5iMplIuW9zc1NENYmysOuQemomk0kgfYPB\ngJOTE3Hy1Cfi+rENXFVVMQ6ZTEYQKPKv+v2+8M263S5cLpd0X5HfQkFWZsdE5chBW1bdpvL/eDwW\nDSGfz4etrS3k83mRr+Da0tkz2+10OkgkEsjlckgkEnC5XMhkMnA6nfLn7BimU6RaNbuPrFarkLY5\nZ1wXtsiTrD2ZTISbQbVvm82Gra0tnJ+fIx6Pi+YRACmPA0AsFpOygNlsRrFYhNvtliCGnWJEUlnG\nvn79OorFoiQezOjZjk6+lcvlQjqdxuc+9zk8fvwY8/lcOre8Xq+UciiBwQSDzmNzc1OUupmtkzPG\noHQ6nWJ9fR2RSARPnjwRNJJZPtczFApJQMcSHxEWAIKaXrt2DZVKRdaXyE+/38fNmzdx//59uFwu\nCepYpmRDDYNtCr6yc41oKFEIBqhEC4k80J7wOV0ulyDabORhaZuoLaUdWNrb29uTMlWv18Pm5qac\nd+4jcvhot8jjYpmc68PKBhX1PR6PkMavX78uQsXhcBhWqxXZbBbBYFBI2BS/JqLq9XoluGEZlIlU\noVDAYDCQJq9AICDC4dz7Ho9HGh3YFMWKSyQSga7rOD4+FtkH7jfyZj0eD5LJJI6OjiQJIA+UwcKN\nGzcELRuPx9jc3MTJyQlMJhNeeeUVPHr0SNZeVdVnOIcsvdbrdezs7DyTgA2HQ/h8PhQKBaytrT3T\ncQz8Aj2ilBJ9HgNylp/ZXLK+vi40ovX1dZydnclck/PGhAq44pfRThK9MplMuH37No6Pj+FyuZDP\n5+XzCTK89NJLyOVyQsHgnKqqKhxKBor1eh3RaBT5fF7QXjbkZbNZ+fXFxcVvnIQPAMrH/3H87wD+\ncwD/GsB/BuB/W/rz/0VRlP8RV6XHHQAf/KoPZSvrYDCQGjWRBiIfJGrruo5SqSSdEFRWJhGSP9/p\ndFAulwFASkY0Nszel6NyZscU9yPsTTiVLetHR0dSb+fVMCx5sk2ZJcPDw0ORKmC5EoBk+9xEVKpm\nZx+lBpLJJAqFAuLxuEClk8kEFxcXYoB58Mif4QYmpH1+fi7vyeyHxpXveHBwgIcPH2I6ncLlcsnB\nIfJFuJtaN61WS0QyWWJkAMQSIPkp7Ghj9kgyKFubGYyRVMlgsNlsCpRMJIROgPy0ZViezmKZI6hp\nGl588UX84Ac/gNfrlQyfzpjkWHbmUVaDjpJ8Mur5EG3M5/NIJpPiVBlw0VAtl7HIYyFvgl2TfDdm\n2iQFM2jNZrOCWC0Le5I3cnFxISX5yWQiMDpJ9txz4/FYEB4KAjNYYCcW+XbUsyM6Vi6XhX8FQBAY\nckvm87k0ZCzzmJjhL59hOgqeJ4/HI5noMl+JQT2vw1nu8mN5lk632Ww+I09BIVA+IwUx2ajD4JjB\nD7N3lrB4hhqNhnDr+I6apokxpjgrkQ12J9IuUI0/l8uJmCeRdnI0uVbAVfDE9yTCB0D4mLRH5KYw\nEL9165a0xhNhYoc11f+JBvX7fUFTKZ1CqgBFPim2yzVd7rS2Wq3Q9V9chWMymaRDjvZuWfKBZTDu\ncXLe2BhAeRZ24S6LU7MhpV6vI5VKyfrz6hyeMbvd/gyvTP9YQ4z7hn8PQLrd+B6DwUAU9FkVIUWD\nvDgmzhTBpXQEAzh2O+u6jouLi2duBKB0BlE9njsi70SrKEFE+6zrunT4DgYDaYzgnmCZmEkGgydy\nahnUkV+73Dhlt9uRyWRwfn6Ora0tjEYjkUMhOk+/1ul0sL+/L/xrJsg8T+yEByD/px3gHm42m9KR\n2G63pSGJ552UBVYhGo0GIpGIoNPU6yLnjWtLH8n15JklCglApJgACGJLn8Wgi+/Ps8LAmGgX99R8\nPhetNZ/PJ3P+PMevLUEqivK/AngPwJ6iKDlFUX4fwH8P4D9SFOUYwBc//j10XX8M4O8APAbwjwD+\ny1/VAQlAOFjkKjEwIJ+Cf9ZsNtFsNkVleVnJllojDECIls1mM4ErWR4hIXy5zZS8EfKLiPQAEHFF\nGj5miETHKM9A8qzFYpFrOUg6JxxOLSqW0OjAyWEql8tCSl0mBZNrwLo6jRblBniIGZBwwzBbYCmH\n80U4lQeewQNLTewY4twTTqbiMw8shSrZzk4+Hg8Cy0E0okRdGADzQC4Hw+yeYlDBlm6Wuoh8EXki\nCsB6PYMYGhMA8m4sudGx0AgyMGDWxMCAKA2vG2G2T8MGQAIw8hYBCPrDIJFlUsqMcF3J0+EccS+z\npZ98R847myJ4nHhuWHKk82RgC1yVIekcqBbNPcSAkO9IThJJwn6/X4wW5458LfJPuN4Oh0P4SHxX\nziGRNwDCsWPwS/SUpTUG2CwZAxAnxrPAa4AYANDhsnxD1GFZ2Jl7apk7xDPPUjP33mAwkKSMN2YQ\n9eB9lTyL3Gfkm3EQCWO3Hq+5onAqaQ10cOSC8lwy6SKPhnuPkgMApFMQgMwhNbkYCBNNo40igk5O\nK/ef1+sVrhXRVfI4HQ6HlNPICSTfjIkzuZcMiCgBwaSIQV8oFJI9Qd4OOW4MbsidpG2k/eZ6U3uN\ntpVVB5vNJrwlziPLrExY6RfYCMMgnmeCfLxmsyn7haVqnjWeP34eg1IihgQDGATSF9Bf8Pv4a/oS\n2kVqcHFv0LYQQaT9pe0l4st3oh9gmZ/JMUEFUhqIgDMwp78gX5aNU2ySY2JPQVzOMxNEnj+bzSa0\nEKrTc0/QNsxmM7HXLNMzKGMywc+jjiR9Ev0CeXRExpZ9DjvjuV/4vIwRmIyTR0wAgEkM9zR125hk\nMRh+nuPXBmC6rv+nuq7HdV236rq+ruv6X+q63tJ1/Q1d1/d1Xf9dXdfbSz//3+m6vqPr+oH+KzTA\nONiVwgO3PHhQaBDo+KxWqxAdmWUu/3seWsK7JIKz1MArSzipRNcYxPEQ0HAQsqfDIr+HjvPjdxbt\nF2qYEOak+CcPL5Eo8kxocBntMxoHINkCNw1LjQxU2fmxHHDwsNCALxtaGv3l7j1d16V8sEzEXg4C\neWD4HwNk1sups0RFYQAyNyRJ0wEQTuYzLj8PjeIy2ZIZCp+XRN5l0cLlIA6AGKjlbIlOiM/BdWUQ\nRe4CDQHXkxk+ScnslKMBZECxnKkys1x2eIqiSMlvuTTN7hsaViIk3Me6rgsZlfPOxILrtVgspM1+\nmbdFg8MAgqgUjRuDHQY5dAicbwbcRJ+I9DBwJ9ma6CTnitwVPhsNMB0cn4OIGM/jcpDA/cd5ns/n\nz+jvcT6JtrATj89Ju0BbwD3daDSklMfvpGMbj6+kMvx+v5wZngcmRnRCdMjLivM8o+QazWYzOVv8\nezpcOnraCz4vUS2ef+45BpbkWC4LjhINIPrKf8P35nsQqeLZJQeV1Ag2BPG8M/HS9V9cD0OnyyCb\n+5jniw6QKCg7hHkmeca4V5ZRreFwiGq1KoH4coLMhHU+n8u9pHw/opR06MtitwAkyaANZ4BLOgeD\naNotzs2yrApLoLSJ3Ec8h3wO7pHJZCLIsNFoXNaQks48fh8R4GWJlNlsJpQBPjvnlL6J38X9TrSR\naC3tDpMv+homAGx0W26YAiBcRfo2Bv+UHaKP4v7hXiN9g8EN9wPPABNp2rfp9OpOzOVmIOoOMkgk\n8raMqrMkzTNAojzXg/adXbdEwFl6ZaMD55D7mOeNc2cwXEmsmM1msXXPe/yzKuHzni+WARRFEf4K\n+SwAsLe3h8VigY2NDUFaCHFS2I/6IrlcTrSKWNOmOjCzV/LJWL66desWnj59KmUHEmk1TZPSmdV6\npZCdzWafaWNl1L98EKhRxLb4VquFV155RerP1Pyx2+3C9eJFubdu3YLZfKUM/Oqrr4o0QL1eFy2v\nX+ZckMioqqrIaXz5y1/Gu+++i1Qqhd/6rd/Cz3/+czlErGeTyzCdTnH9+nWk02ns7u4ik8k8A7XT\nyC6LI5JjF4/HZf14oFmKGA6vrn8iclAul4UUz7vumIFQSsNsNuP1119HOp2WtTKZTIKeEFHj5wOQ\n7CQYDArRk63Uv/u7v4t+vy/BNjNlwsnUl2LwV6/XxVFFo1H5LOoUUTGZjohlO94tF4lEhPzdbrdx\n7do1IQ3z8mSj0SgcQmqxbWxs4N69e9jZ2UE+n0elUkGlUkEikZCghZp0kUgEpVJJeBWTyQQbGxuo\nVqsiPcHy4ssvvyy8lEAgIBp5RBRZtiA3kMjiclC8vb2NJ0+ewGQyyWXdNLjBYBBPnz4VNflUKiXk\nYAbGRM2WORY8PxRnZBD/5S9/WS6UJgdmuUS+traG3d1deDwepNNprK2tiVo253Jvb0+aeDwej6i5\nswuLreg8m9FoVJBOXuVVKBTw5ptvynP2+325WYEq3BSNJI+T5ezx+EoTi/w4v98Pv9+PdDothF9m\n72tra3LjQCwWEz4leVMUhSViyn1/eXkpmnl8BjbucE5v3rwp9gEADg4OpGGFSMQy0s4/YxLkcDhE\nA45K/wyMWC2w2+1oNpvSJZpKpRAOh5HL5Z5pOLJYLCgWi4LS8TzTboRCIbHtDKR4WwYRSZaPdF3H\njRs3pEGJjQmsahDp9/l8orrPIFlVVdy6dUtKZpFI5Jm7a7vdLm7cuCGNNRTrZQmWQY/VapXkkyVs\nltiIfFqtVhESJp2GAS3PR7VaFT4gS/bBYBDHx8dIpVLC86RUAueI/+fn8MqfcrmMtbU1jEYjuQnB\n5/OJ+Gw+n5d5p2bX/v4+NO3qCi3OJzlu/X4ft2/fxvn5uSRbhUJBOLDL5TzSPYLBICyWX1yJZrPZ\nhIttMl3pTFKOhAEVE2By+JhssSmEtA4CGLxsnB2ebMxiQMsr4hgjAFflXzaJUK6Iumf8bF5HRsHw\nW7duyf3E0WgU5XIZd///chdkKBQSwpvRaEQoFJLolotL8jIDLpIZgSu4nCrG0WgUqqrKHVFUe2dX\nDEuHFN1jZ5LL5UIsFhNtK5YsqA3DZ+L9dNzsRL2I1FATifAzHQ9beLkJl9u/yZEi0TgYDIr4IEnf\nNMpsLWY2QhI70TJqpSQSCWml5vvZbFd3x1FMjt0xzHLoTILBIEKhEAKBgBh/olAsOxANIZKYSqUE\n+iafw+v1yv15oVBICMos4zA7Yuces1IKt6qqKgK0zKC4/suZFOVHiIAQTWCG6PP5oKoq3G63fAav\nPGGZxOVyiSEiFM7nXV9fF222aDQqn8dArtFoiDDvL5OWaZR4vxrvh+T+5XxsbW3h9PRU7lg0mUyI\nRCIiycL14xU7drsdW1tb4pRDoZDII1DWgPyatbW1Z+RKqIxvMBikS7dSqTwjlcGglgZbURREo1GR\nOOD+4+fa7XYkEglBYlOplDgGBl5EPaPRKCaTiWS87Egj6kXJAjYPkO/HpMNkMkk3n9PplPPBLj+W\nTDc3N6WTilIkDocDiUTimVZ1libdbjccDoegkV6vV4Rg+f1E4fl5PPcWiwWxWAyqqkqrP7XmiKRx\nbiORiATMqqrK/HFv8HaKZekO8v3IhSKfikgW5QqY1fN5SIBuNBpIpVJityh0TaSQ6CVLeQCeaShi\nKZfvwHIiy7C037RPtLfLyAFLhAw6efZot1geom2k7WOJkRQBrq/H45H7JFmKIuJOBNftdks3aDgc\nfub+SYvFIvuOIrL0B5RnoEwR5SN8Pp8k4gCEmkFh22VJFJazKXNBPiv3FBNvJh5EZWw2G2KxmHQS\nWywWEaSmPWI3Jfcv1586lQQ1aPP8fr+ggstSSACeScKr1SoSiYQkzclkUsqwTqcTkUhEqgp+v1/u\ntqSPZNl6bW1Nus9J4Od+ZrLNOzNns5lcC8V55fqytEp0F7hCx5hkURib54ddsctSHOxmpVgtz5jb\n7UYikUC73RahWDZjsEOZZWybzSY3mNBfPs/xz4qA3blzR+rM7HAslUpybQUz2HQ6DYvFgnK5jEaj\nAZfLJZnp7/3e7+HRo0dy5dBv//Zv4+2335Ys6ODgAO12G5VKBVtbW0KIJZqgKAoePHiA/f199Ho9\nyYDX19dhMBiQTqdFxbhSqSCVSqHZbGJtbU1q0yQKb21twWq1olKpoNFoCBQfi8Xw0UcfQVVVXFxc\nSADF8hkFUnd3d/Huu+9C16/uDnv69Cn29vbQ6/Xwwgsv4P3335eMldnJaHR1IS4lGHw+H774xS/i\nL//yL7G2toZCoYBHjx5hf39fOsVIEg6Hwzg+PgYAEeCrVCrC6woEAmIs3W63ZB2bHytEOxwOnJyc\noN/vY29vT0Qt+W9SqRTG4ysx3EgkImUXBi6cO3J4PvvZz+Lw8BD3798X9IWGb/mSWvLcWKNnmaBW\nq+Hg4AC5XE7u0cxms4JMsM2cV2WwI+rw8BCNRgPXr1+Hz+eTa07YQcMSgNvtFufOAPDGjRu4vLyE\nx+1euygAACAASURBVOOR7qf19XUUi0VBNSnjsL6+Lp2ttVoNr732Gh4+fAiv14vDw0O89dZb+MEP\nfgCbzYYvfOEL6Ha7OD09FePkcrmkdT0YDMLtdss1K0Tm2CbOZOHBgwdQVVUyPnYCdrtdlEolyfap\nGUWhRQBSsn/8+LHcK3f79m2o6tVl8x6PB4PBABsbG8LfOTs7kyCUAQINbz6fx6c//Wl88MEHSCQS\nuHXrFqrVKhqNBmazGdbW1vDuu++Ko+Y5SSaTuH//vqAp9+/fR7VaRSQSQSaTke5Mosq81/X27dtI\np9OIRqPI5XKCqDKAJ6o9GFzdDcouVE3T4HQ68dOf/lQCewr/ptNpCUoBCKeMMinUdOt2u6hWq4hG\no3j8+DFms6vbFCgbwIYAJnp2u13QVyYILNsu843G4zFeeOEFcYDskv7Sl76EXC6Hs7MzCXIopbOz\ns4NsNotHjx6JLhiV4BnYkOpAm0jJAd6UUCgUhJvIRiKWyCgBUy6Xn+F4sqTIUm08Hhd+z/Xr1yUJ\nofwLE3FyxJh8xmIxdLvdZzQLnzx5AkVRxI7yztNQKASHwyH3X/I6NSJ8nU4HxWJRmnHY7ERh4Xw+\nL3uFN3OYzWYEg0GRi2CTAwVFyQEMBoMAIM56Pr8SsuUcs3GC1BS3243t7W2RVSD5PpfL4bXXXsMP\nf/hDoWncunUL169fx/e+9z288soruHfvnpwzlixdLhfW19dxeHgI4IqndnFxgUwmI2VC3upw7do1\nHB4eYjwey3udnZ3BaDQilUohnU4LX5id0ZVKBclkEk6nUwSCeV0bkzfec0zpBzb5sJlpuUGEN3Bc\nXFwgkUhIt3Y8HoeqqigWi3A6nYIur62twWC4ugd1Y2MDb7zxBr7zne+gXq8/kxxR0ugb3/gG3n77\nbdE8/PSnP41Hjx6h2WzC7/fD7XZLhyTR72UtQIqwcq2JfD9PBOyfchdkElfXEEUALAD8ua7rf6b8\ne94HqSiKvra2JjVqs9mMtbU1ITGTg8JMmQrDAKRc5HQ6cfPmTbm4eTQa4ebNm9KZMp1OpbV8OBxi\nY2MDlUpFsiU6NurjFAoFyTiJ6LCWnEgkRFdrMBggEAgI14YdL8xQ2cVBA0cSIOF/Gh4GEGxDJoLG\nenw8HpfSx9rampRCWLNnOz5h4Hq9jlgshmg0CpvNhsePH0NRFLkqxu12i44VsyPCq+xy5AEajUbS\nTs8MnSUoopIUNNQ0DclkEo8fPxZOBBEXlrTIE2EjBS83JyzNDLTdbiORSIj6OI0XEQUK3dL48JYD\nciiISrL1fmtrC61WSzqZmPFSzZ6laZK5qcFEh0ki7HQ6lbsgz8/Pn+H4sATLvcnsnpku+XEkq9MI\nra+vC3dHVVVsbW3hwYMHgkYyuGCmSl4IW7vJWSC3rlqtCnLCC+jZej0cDqWcUqvVEIvFUC6XpbQ3\nmVxd1pzJZKRkcX5+DovFInfPLRYLJBIJDAYDFItFQS14D6nZbMbW1pZ0nZKjQxSJwQS7pJbXgkF0\nJBLB8fExNjY2UCqVRHSVF9kDEH08loJqtZqs22KxkBJ/NBqVTi12d1UqFSk5MWtnlyp1/ra3t3F+\nfo6DgwM8ePBAkE868mUVeAZmy+RuKr2zjL/cyUruka7rSCQSz9gdkraJmlCbikEjuYKbm5vCS2NX\n6q1bt0QOgcKvDDg3NzdxfHwsl31TkLrZbAp6z+4vitqSdM2gl86Yz0Z+IQcTIvLFSFVg4EM7S8oG\n15LzNhqNJKit1+uClPPccs10/equTDadsHklGAyKbBEDVTaW8H5T8heJxNIO8h3JK2SAxPKvwXB1\nZ+zDhw+fCQaJHrJjOJFIyNVgpLewi9XlckFRFKHDkBvp8/mkaYoBO5PcTCYjyLzb7caNGzfw3nvv\nyZ7ldTrkMpIOwrtsE4kEstmsBJMnJyeSmDmdTtGwZLWCnLXd3V1pRKBdVNWr+3nX19fRarVEloON\naOQOUoaHRHgG4oqiIB6PI5PJ4M6dO5IkESQgdYWBJLlYRNpZegYggMfNmzdxfn4Og8EggAr5upqm\n4eWXXxZlfkqO0G6RhsLmIsrwUEuPvoQ2gTzm5y1D8U8RYp0B+G90Xb8B4GUAf6AoyjX84j7IfQD/\nF67ug4Ty7H2QXwLwPytkkP7SYKkCgBgTkhCXSbzMfAKBgKjcUwOlWCw+g6RcXl4KUsIsjyW8er0u\n3STkg9Cxk7dDDRpyORgsMcsjn2BZzJCditwkg8FAoE0Gi2tra+KsGOSxjABAjDahUF3XsbGxIaUm\nikAu35e2TDpk6a7X68mdiMPhEB6PB+vr68KfYlcIuRKs1ycSCdEFIt+EIp0kdyuKIsrPNHQ0phS/\nY1DLTJElDODKCRJNGAwG0DRNkI7BYCDIE+eKDp7ZOffL8nUbNLacW7afszy0u7v7zGXQRBKAqwyR\nQQu7d8i5MJlMEhSTOE8eCsswiqKIYj2fiQENSeZer1eSCCIHzBzZXUVBy1wuJ/plTBS439nizVIF\nifDk8y07BL6vxWJBMpkUHhvPA7kc7AJaLBZCjCa3sF6vSyBNh7RYLCSY4x4gV4fcCTaukJ9EIjUA\nkb6g8261WsIBJZqSSqUkiKZkAcvV7JxkksGmDAbidHLk3ZBXQgSVnFKWUfn5DOapNcZ5WV9fl+CR\nUh4s7zFpJK+H6vI873RatCHBYFCeh3SExWIhauC8UWGxWIgNYJcb5xGACFCTPE4nx7s4Kfmh67rQ\nCailxfs9iZrQ/vDXTBiWtdsY+LDUvdwcwudjckXe5LK8Cr+PwQ3njte5kfPFMjltGW06zxFLSbTZ\nyWRS7NJ4PJb35zkmUr7c3c2AMhqNSll5+XJx7mnKEXQ6HaGW0L4R0QUg6B/lUfg9bJ7i2QEge49J\nNn1FvV6XOeZeIsJMRI32kddCsTGFlA+eD6oFBAIBsSk+n0/2GAABIwho2GxX9xIz+ZxOp4LOkc6x\ntrYm+53NK7Q1tKMsi1I2iO/DhHFZ0me5K5NzzHdyu92yr3l+2NnLjnZKSzGw5h2v9Mf0hdQS455p\nNBqC4rIKQooIG05Ix6CvCIfDYnvpx57n+KfcBVkGUP7415pyJcKaxHO4D5JdLWyBphI3u7yoHF+t\nVqV1fTabieGdTCZS0qGGFAUMiYCR58GyDLllNDxEYXjQyTNipwgP2LIYIg8EuzyWsxTWjkulkrT4\nms1m+T31d8iF+WWl8Wq1KkRYagEta9vwP2axVJvm39OIZrNZKbdls1kxYoSDGRwyWyAETm2i5S4c\nBlOs6ZOHRS4IyY1cLz4fO/HYjNDv9wWBYObKzkCWm0gkJRRMowBA0D6iXczKmQGSV8D3ocp3vV5H\nq9USbh/fZTabiXArGwcURZFuP3bssIuJQS/3Dx0M9xv/DvjFVTcsyVDrh4ebzQDsQCNSyIYBOqNl\nThslCDgXAOS9K5WKdDGRmEu1bhomNrbw54hs9Pt9QeJI9OVzKoqCcrksho3rQYSGzpgBE2UVAEhG\nC1y1iLPxgnMfDP7fxL15bGTnee75HLJIFvfaN1YVq7izuXQ3e1UvWixZCyLLkpc4N4sxjm0kCDCJ\nEWOSawQw1EBmkDEuYAT3JpgBMjECY+7kJoNElsdOlNiWJdmSW1ur1eomm2zuS7G473ux5g/279Vp\n+ya2b5SEgGCLIotV53zn+9732d6QURXQNkyf4JDiM7K2oUdB7TY2NozyRqzL52QPwS1FEKm7OOTv\nck+JvVlbW9PU1JShUujUxsfHzT0syZ4RaEWcfkQ4sJHj2trY2DDXnXsP4DoitkaagbaLQg7Uhu/x\nD3pQ0AEKXNzRNGbu7CxE5DgT0WNSUPCs4Bhn/dE04L6l4KDQBlHAjQaaRAGH6B/zjNulyn7n3odo\nakFQ2T94z2hz3A5GIjJwEeII5PfdM4Glo8KEIjmfz5uWisbT7XIsLy83xyrPGrS2+zNxvlBgsjfx\njIJqYgggBJhrjBmN4hsJBxQ3+wOuePZE3tPs7KyhuzTJRNuArG5vH01rAeXBrASDs7+/b1M3METg\nAqWgRtfKmciZSZGFphuwYH5+3u5LMBi0iR6sC841UGaKe5pn1qUkey1kOdQPHo9HkUjEgBQMRtxX\nnmf0hbAJbpME5g6axn8CR/oXff1cInzHcTKSTkj6kaRo0TUP0nEc9zzI11y/9k/Og/T7/QbzSrIu\nFTQD6BCxJdQeNmnEc9yskpISQ1g40Hw+ny3SQCBgN4fNoKamxkTCu7u7ZjnmwQHGZ1wJ3RkbjNuu\nHo1GrQNhg+dBRPSMzoGDCXEwxVokEjG3ohsypTJH90Cnn8vlVFpaqoaGBkP4/H6/zTcjTd7v91vH\ngiCW6w0dEwwGzQkjyZABcoKqq6sNtiUeIRaLaXd3V8lk0u4dsDFidIozHi4KCjZUaArgePRNvFdQ\nAPcw7qqqKqMd2EwoKkEaQqGQ6TvIIWNkDA9iIBCwjon7CGqSTCZNPLq4uGhoFJ0UolwQE7pq1hWI\nDsgVnzsYDNrhVVNTYy5FKKuysjKjGeiiKYQRibvjJ9CVIIYlIBPHJAUDSeSsM1BGDk7p/XmrboEu\nOhp0cNBMJSUlRveRnweCSmaXWxzvvs4bGxt24DEaBtNKJBIxegUEEvEwVMLq6qrC4bBisZg1KBQO\n4XDYZAGYYtD7MSIHZKNYLBrSitgfwXYkEjFBNK8JCi3J7jfrFuqP+wXNDi0dCARsIwfNQ3uHaw9n\nKWgprmEKUEk2VxQkEbs8zxzPB1M9QNRZ6xTbiJ1plhCIcxjxvqFf+Lw0YKwp9kTE6jRC7giUUChk\nnxskCiSXwiCRSJgeDEE/+zXNT0XF0WxCv99vjAXFHfeZ5o57hQAeChm0HyS6trZWY2NjlqRONApo\nM+gHulHmR8KaUGBg8uB9c8aBZCOTqaioUCAQsBBjTCU0Cey30IIglZigMElIMhcz6wsAoLa2VqlU\nSuPj46qoqDC3LfpZNNfotHAEQgu6Heqg4rjUJZlDfH9/38wFNHQwBhhx+Mw0oCC9u7u7ds85K1lr\n/C5CeEn3PGOcfzwHNAecndXV1QoGg1ZMcb4hC3JnmsGusR/RSLMXsxbr6+vNrPdBff3MsyAdx6mR\n9P/qSNO1oZ+c//hzz4OkY+YBpMhxB6hVVlZaFgizwKi2a2pq1NzcLK/Xa7x6U1OT0SfYiBnjg6iT\nQz0cDpt2JB6Py3EcGw8Si8VM+wTasba2poaGBjmOo2QyqVQqZcOrcfGBAtEhxGIxc2ryOkyjx5FI\njgyHpbtIiEajCgQCymazWl9fN9EgDwquqIaGBu3vH43zSafT9n064Ugkoo6OjnsEtBSFdDjQvzjv\nKITcI4EQheIY4fBqa2vT5uamzQzDneKeU8lhDUULxM7fwgCBZoosKLKZstmsHbDpdNruD6/DBuPx\neEwYThwBByubGQVtIpEwzQlW43A4bPSaJBMOr6ysqKWlRZFIRKFQSF6vV4lEQqlUSsFg0A6f6upq\n05e5N5J0Om207f7+vuLx+D3CYkZxxWIxpVIp+3ygMGwobNoUNSAOUMu42phDurCwYIUXrirmBIL6\nQFVAZ+CgrampMVcrhVE8HjcEJ5fL2brlIKSTRXTLfd3e3raNPxqNKpPJWDGEa5d7Bb3X0tJiRRA0\nLfRQKpWyAyAajVrByrNFAYLzGZcq95XPNDc3p/r6esXjcc3MzFhaOU0Rjks+QywWsyBUXIUrKyuG\n2LobSXfmnruwkqRUKmUjcWKxmLa3txUOh4825ruOLTRJPGdowCKRiDWwW1tbymazdm1BldGHUdiR\nx+Z2WVZUVCiZTNrawUUL+oPLGQaCIp9GFaTPnXWXy+WM+sadS4QIOjLGXSGBoIhvamoyGjYQCKis\nrEyNjY3mmK2srFRHR4flhaFlTaVSpj+CbiR82+fzmZZwa2tL09PTpsmksQeRQ2eKQYPMLtYasTq4\nonlGOL+g3XCMsu6i0aji8bg1EC0tLfL5fHYv3bFL6EPX1tZMDF5TU6P29nYDGra3t82tTgJAIpFQ\nS0uLNaWcWTiH2Rf9fr+dl1DZoExer9cMaW6nLc0txSdj2ZCcVFRU2D4COEH0B4HG8XhcW1tbam5u\ntqKG60pBTYo/SHswGFQ2m7X4JvbpYDCojo4OM4vgooZSLBaLampqUmNjo+rq6lRfX2/ato2NDcVi\nMdt30DXjAuW5qq+v1/j4uCHJd+7c+XlLnJ/69bPOgvRI+v8k/V2xWPzju9/7F82DdByniFUZODYS\niVjnAOwsHc1wYoMnbK54N5Auk8mY40WSXUQWc2VlpQk2Y7GYjQEBWqeDJd+E7odOnUqdXClJpq9B\nw0KhgKiY0Rl0moVCwbJK2LCk9yHlxsZGo8UIMsWVBQ1Cl+HWx5H9srm5ae+P7qqtrU0vvviiLbzh\n4WGDudFKIG7k0MWNksvlzG6MFoGHEZrWXShTfA4ODhrXT+EE2kYRhl6FbpqNXZJ1fp2dnXrllVes\nUIYS5qBDVyDJaCdQGyiO06dP68aNGzp79qyGh4cNwUGEyibLg+7WvXCwpFIpQ/w2NjZswwV1pJAi\nJgLdjntURiQS0djYmOrq6oxKRbQK8iDJUJeNjQ3TJU1NTZmeB8qDwgYdENcfNJDCF1FqT0+PBgcH\nDXlgPVKg4fDd29u7xyHHtcW9hisKrRlIJMYTtCEgFW69HZu7e6wYm25ZWZlGR0cNeezs7FR/f7+i\n0ag579zUIxERZElVV1dbfAQNAjNMySqCskin05qfn7fD3v3eKASJ6BgcHNSlS5f01ltvWaEKKjox\nMWGUj9/vN20Lek3MJ47zfno6BRHP8OHhoXXdd+7cscNtZWVFiUTCtFGMQEFLByJNjARITebuTFPQ\n/o2NDYtagErhZ0Az+Mwg2jQaZEFB0VL8sd+Vlr4fLO1mCljv0hH9jB4I1IY9jkIY9yguUCIGGOqO\nRo+/ween+IV+Bnkl51GSnRd1dXUauzvDERoqk8loenpaku4xWFRVVVnGVT6ft3xH1t3IyIgVrW6t\nGXtqU1OTZmdnTTtXVVVlz7zbNOT3+016A9rt9Xo1OTlpKCWidCQQZWVlSqfTmpycNK0VxijoMvZE\nrn86ndb4+LjKysrU1dWlW7dumbgdzfH29rbtc0gt2tvbDfTY39+3nwUQIG+Q32EvdztpcY5zRuHu\n3djYUHNzs+U1cu15LkCyJRldynkJqoZ+mVQDDAWYvWgGyNODGcLo4taL4XCdnJxUJBKx/ZEmLpVK\naWRkxNDUoaGhf3MRviT9uaRbFF93v5gHKf3kPMhfchyn3HGcrP6ZeZBQUMDgkixzhmwlNjOoxdra\nWjv4HccxSBXRodfrtc63vr7esovQf4RCIeN/3flckqwQQxCKo4LcHIT/FI0IiMnMciNxDFqGeqNb\nAMp0b3jogeiMeTC9Xq8J/CkWEDi6aSauBdcMMT70jZvaYiPgezU1NXbIEYTndvG5xaVuJxsCXDrn\nzc1No2ygFzEAVFZW2oaK2JP3AxVRUlKiSCRicDSfndenMILW4WegpRCc+v1+2xwlmSYHVI77y32s\nrq5WKBQy1yOTBtw0E+uLXKfq6mq7ZkDmUA/u8EXyztBmcOjyc6wHDie6Z9YraB4hohSj6BTpIrlO\n3GvuHWue7C/3mqJwhKrhd0BUuL6sYahKrgV0P6YQUJNAIGA5ZqwXDnB3FhPXhf8GOkwAKOsMowG/\nj/vYnW0Gygg1RfcKNcz/8j3WAus0lUqZ6457yzogj4hipHg3K46f4dq6/x7PEigKgmQQIbepgjBT\nzBRIK6D4yAbkvfGzfA7uE2v94ODARPxou4hMYX91my04bNhDeLahuXjOuf5u4xBhs6CuPJfu/Ydm\nkfvJz4OY8Hm93qNgUXf2G+iVW8zO+4dG4nzg2gUCAUUiEdXW1tpeR8FYX19v9wHNHUJ2CltJdq35\n3ER+8L5+vGFj70ZLCajB77ubPK4RCJFbc0d2GNeD+ysdzU3mHkFls8ein3WvB+hj3vPi4qK9n/Ly\ncjMesYew53PPyEt0fw6kIJKsmOV3WB+cJ/X19aZHpgmXZHsSRT/nIvsLzxVrnmsLI8H+ztnB++Pn\n3RKi2tpaY2y454FA4J6MOlAwpAIgh6wvjH8+n8+K+w/y66fmgDmOc1HSVyVVX7ly5Tfu/jOuo5mP\n//HKlSt/ICkg6XeeffbZnWeffXb+ypUrAUn/l6T/IOl/LhaLwz/+uleuXHn2kUceMa1US0uL4vG4\nNjY2lMlkLOCSXA+6pcPDQ4Myy8vL9bnPfU7Dw8NqaWnRwcGBHn/8cb388stW5Jw9e1bS0YLp7u62\nPKidnR1ls1lLez5z5owKhYJaW1uVyWTU1dVlmicOzdXVVR0/flwbGxs6fvy4MpmM3fBIJKK+vj5V\nVFRYng83raOjQ6Ojo4pGo+b8i8VitrjQ9Jw7d05vv/226urq5DiOVlZWdPr0aTmOo8uXL+utt96y\nhwdNDIskmUxqY2NDnZ2devzxx/V3f/d36urqMpHi+fPn1dPTc4/A9PTp05qYmDD0oqmpyQ7sw8ND\ndXV12WeLxWLWNXR0dBjlNjs7K5/Pp+PHjxuMzib8wAMPaGNjQzMzM2pvb7cOY39/X52dnUokEhYm\nmkqldPbsWU1NTWl6etoKzWg0alRhc3Oz0RcNDQ22GZJmvLe3pxMnTlgu0rvvvmvxEB6PR8lk0kL9\nODzPnj2roaEheTxHWTuNjY1WGCPuZxOORCI6deqUBQHGYjH19fVZijlRIT09PVpfX1dra6sFnRYK\nBfX19VkRt7y8rGeeeUaLi4tKJpOamprSb/zGb+j5559Xe3u7HnvsMe3s7GhhYcHWUWNjo3Z3j8an\ntLW1Ge1GiCuF1N7enlEExIgA7V+8eNEot42NDV28eFFbW1tKJpNGN7FRgRrt7u6qtbVVJSUlunTp\nkumhiEk5efKk6cUokiVZSGUmk7GO/tKlSxoaGlJvb6/OnTun7e1tO9yOHTummzdv2qZHrlFvb69u\n3bpl2h0ysnp6euz6dHd3m16FTvrcuXPK5/M2XJjrWFtbq0AgoHA4bHTL4eGhpdxXVlYqFovp9u3b\nKisrU2trqxoaGiyqJRwOG7VB8Qlak81mjfIj2gMks7Oz05o6aClQTBzPwWBQ6XTainqiFMrKykxP\n9Pjjj6uxsdEO8/39ff3SL/2SDRMHwYSOO378uJaWlmzgMHQLxqFUKmWHYCKRUDAYNC1fX1+f5ubm\nLKMqk8mYJg7EkCYGQ8ze3p6SyaQdsoFAQLW1ters7DT5Rk9PjzXICMRramqUzWaNimxubtbOzo7t\nQ9lsVsFg0BD9qqoqoyfPnz+vpaUlhUIh+f1+M4K0traqWCwqHo+bNm9ubs6a/M3NTR07dsz0lRgh\nIpGIzp07Z7qvEydOaHx8XKlUypr2pqYmY0skqbm52fZl9i3uaSaTMWQmk8mopuYobLqvr88yDEtK\nStTc3Kzp6Wl94hOf0NWrV+0a9fX16aGHHtKrr76qc+fOaXBwUJ2dnab9IlOss7NT7733nqGrmKt4\nFj/0oQ/JcRydO3fO9j3ocaZnnDt3TuPj47aONzY2dP78eeXzeZ08edICsyUZWptIJFReXm6xP2g6\nkclIUkdHh7FBOKvb29u1tLSknp4eQ58ymYzS6bSWlpbs+XccR8eOHTPEu7e3V08//bReeeUVoyob\nGhqMTVpfX9fnP/959ff3m0TkwQcf1J07d+zvhkIhAztYK+T+NTQ0KJlMWp1Byv/q6qqe/QBzwH6W\nWZA/LBaLpcVi8USxWDxZLBb7isXi3xeLxaXiv3AeZD6fN5snMDauGWZXMVKIjUqShoeHtbu7q3g8\nboF8uHRyuZwymYxRAwS3Mg4DaJkNrKamRqlUSoeHhwaLzs3NaWxsTMvLy0omk6YRo8tg86K4OTg4\n0ODgoGZnZ/X666+rqanJXIzA3c3NzXZzV1dXjQYB4SgvPxrVcfz4cZ06dUpe71EYJzEJ8/PzCofD\nWlpaMu3YyZMnDcKPRqMGXb/77rv6yEc+YpsxDzWuyIaGBmWzWUMMcAzhgANhwHlFJ4MgGF3R4uKi\nzpw5YxvcxMSEcrmcZXpdu3ZNExMTJv4uKyszuzjXDe3M3t6ebty4oaamJt13333mWETHIckoAihO\nOv1wOKzx8XHNz89rcHBQu7u7WlpaUjQa1WOPPWYd2tbWljKZjIll3e7P5uZmvf7668rlcqqvr1c+\nn9f58+eVzWYtlTuXy5mjCurs9u3bdmAi4BweHlYqlVKhUNDx48dNVyNJd+7csQ16eHhYXV1d9rfe\nfvttNTQ0yOfz6datW5qZmVF9fb3RZlDpx48fN/0VGkncQtCO0BeXL182CpuRG8vLy+rt7VU6nVZ/\nf7/Re5OTk5qamjKtDZ34o48+apQOuTper1djY2Pmarpz544Vw1NTU4rFYkbhS0cbtcfj0cTEhOLx\nuEW5TE5OWue7ubmpixcvWmQCqMS7776rcDhsf//8+fNmnW9paVEgEDBtD2OZuNZIGfx+v7q6upRK\npWwIMZt5f3+/BUkiX5iYmNADDxyZvHFng4IT1ruwsKB33nlH+/v7mp2dVWNjox3Y8/PzRt1Ce29u\nblpuXVVVlXp7ew21gNKnyKJJczvbcHZvbm5qeHjYRNoHBwcaHR21MU3E3mQyGTv4S0pKdPLkSS0s\nLCgSidgILZ4fdKxIGnBhIm9gagX0Na5TKJ2ZmRmbpIE+tVgsqre3955g3fHxcXMFs2ahbltbW9XR\n0WFjwoaHh7WwsGCuYOIrQqGQGhsblU6ntbKyYtpSn8+nwcFB9ff3S3rfIYxulEy/7u5udXZ2KpvN\n6tKlS0qn05KOKC40twQHF4tHQ62hvtB6nTp1yih38q8oOhGcr62tqbm5WdKRjOb8+fMW09LT02NO\nQ97f2tqaJicnFYvFNDo6apEZoVBIt27dsgyx/v5+073iznY7lEtLj0bhgW51d3fr/vvvN01sq3FI\nKAAAIABJREFUoVBQPp83TWJvb6+dJ5KsOKFZYbwajs3FxUX19fVZQZvNZk2bhUMV1AxXseM4lufX\n2tqq8vJyRaNRZbNZOY6jpaUlo8bX1tY0NjZ2j6C/trZWk5OTlv+3tramgYEBtbe3m3lif39fw8PD\nqq6utjzB++67zxyZvHcQtampKZWXl5sunDw0TGELCwumCSVw94P++pk0YP8aX47jFNlkqaYRhSNM\nR5wPNQUd5o4eaGtr0/j4uOkIQqGQWWehcaampiy/iiKgoqLCLMVsGthhsWa73wubCA4htD7AyQif\nEXOyKMhIisViNtuMqAycLsFg0Fx1VOOrq6tqbGzU/Py8aXXg/Okw2EBJMpdkYm+fz6dr167J5/Op\nublZQ0NDqq6uNkEkglooCGYTUkihgWJeIRAxOhM0PW64G12CW6fF+1pfX7ekZDZf3i+wdjKZ1NLS\nko4dO6ZXX33VNGG4XKqqqmytQNOweePA2to6GiDd09OjGzdu6NixY1YMA9UfHBzcI+KtrKzU1NSU\nrR00WFAp6Htwks7NzRnlRXdHwCTFPlSKz+fT+Pi4FbSBQMDcsGgeoUpisZjy+bwdMpOTk5Ledwej\nK8GhyHsjn2p8fNzoIJAxAlc5JHAck10Wi8XMsBIOh01P4vF4NDc3Z66x8fFxSTIjQD6fNyoEipKG\nhecPhxYCXkTNbJY1NTWKRCIaGBgwWqy5uVkDAwOmR2NjnJqakuM41mlTgPr9fo2Pj5vLbHl5WfF4\nXJOTk0omk3YoFItFZbNZTU1N2TWHhiXlGgo4mUxqaGhIx48f13vvvWfvbWFhQdlsViMjI0aDhMNh\nzc3N2fxDSUaHcM0J2sUUtLKyYghBZ2enbt++bXvTysqKdf+EMS8sLNyjyUILi/We/YXZdzhQ0YWi\nwWQsGPQR+yB6TXLslpaWrJBANnB4eGhaLmhF9H5ra2s2egaKiDXnzlDiWV5bW7MAW7dzuqysTOvr\n62aYgQXgjEBcjx6HyB7cuLOzs9Y8EDJcVVVlGh6kCZgt3K5XqP+5uTmlUikr1rgmpaWlmpycVE1N\njclPKERXVla0trameDxucTdovQjmxsVMNiOuVqQjNTU19kxtbm5a4G0+nzd9dENDg4aGhkzvhiQA\nAw5SGZ7dEydOaHBwUIeHhzadg1gTokqg4dG9bm9vK5FImMbOPTB+aWnJ1plbjwsljfPbrVulgQD1\nRa9KLA/vA4Qc2vxujWA6VPLueJ3t7W0dO3ZMExMTtldSIDPiiekIFFWcH5hnoEKZcoA2jzXo9XrV\n1dVl2maPx6OBgYF/Fw3Yv8rXj88OQ6iMQwV9ELk4i4uLFsrG4kkmk+a+APpGUMkgXMbZAPnzENXX\n16umpsaEfLjEcLlVVlaaJuLw8NC6LXQ+2MiJsOBALd7NAcOpWV1dbc5MDg7pfQsxQmo6eay0JO7X\n1dUpnU6ba5TE7VAoZNQTDzt0IWNZ8vm8peDjBEKTQawHIagUU7jy4OLdG5TbRSXJNDGJROIe0Sj6\nvJWVFdvQo9GooYakymMAwBXJQY5gk3tAV0Phw3rhv7Gxu7UuPKgzMzPmknFrgHCfMYbEzfnTSZL5\nRkxBPB63wqpQKNjUAeYwctiCZhDgSHddLBaNOuXeIpxubGw0JAFdEqgMIm0MK2h8EKziZJJkGxGZ\nUjs7O5ZtRRgqlERpaakhRGgm0EKgCYOSROPIdQStxv7OQY3uA12c+xmorq62yIW2tjZ735hHeHaZ\n90fEA4d4LpezIcY4BxHmozuS7tXAUVjzfQ6I6upqBQIBO8D8fr+Wl5eVy+Xk8Xg0NTVl9nycnMw6\n5dBiIgcHNogx2VgESTL+hCxACvCJiQkrVED53QJtBs/z3glrbmhokN/vt0yoRCJhIb7EcpDbx8EM\nOsc6gXaEhQAZcIdRRiIRG+GDzgcNKjQfUT2FQsEGPru1RRRy3C/iURhSXiwWLWcxmUxaXAl6YJyX\nuLIxU9F0hcNhNTQ0GArD+0JkDeWMI5UwZRoNZkCiB1pcXDTXMa51Dmf2ASJ+KAigitlHoKV5vpgD\nSuGKNpDzhrFy3Bsmr1RWVtpe19zcbNplirSysrJ7ZokiqAdRRmuGeQD3KbFBMChIR8rLy9Xc3Gxi\ndjRh/A1JdjYCCKCBRAJAgj4ILZNI3PpDkEOmErAnUnATShsOh5VMJk27xZni9/ttXGA+nze9Gw3V\n/v6+SYQ45zOZjO0dzMV0/z77PsYMRlPB0MBAfJBfP7UAcxynwnGcq47jXHMc56bjOP/b3e/7Hcf5\nB8dxbjuO84LjOPWu3/mS4zhDjuP0O47z6D/z2gbBg2wAx0uyxc1BweaKgFySuSt4DTp4+HY2XgoF\nXh9IHJqtWDxK9mVMiCQrSOiUgVR5n+73AsVFN8f32YTY4Oh8EcC7Py+6D0S2BNfxudhY+HuETfKF\n7Z28HDoM6f18FISPCFtB+CiwCEWEuoG+oBihuOJncHTx99GkQJMi2uZgoWNy32MedizbdCbcU6Bo\nt4Wfz8LhxPVj0+B9cJ3571jmeb/utUDOGz+LcJMuDvSVrB1Ez7hveC+8ZwJX3V9uQwT/zqZKBAgh\ni+73yN/nGtJVgoRiCOHeUNhzzzAEuK+Z+7NxXaEOCGEF3eR6cJ0o5Fl//B3WMO+dz8dru/8W1Lf7\ne6wP1hnrhs8lvT9/keKdNcRzdnBwYGuMNU3h7e7YuSYHBwf2s4i/Dw8PTYDOs877dO9LXAvuJ+uY\n555DHkEzekCuJQe247w/7Jfr5l5T0JA8p6x1frekpMTWotvMwxrmNXl91gJ7nTtux2024Fq6TQis\nP3cBIr2f0s+ewz7J3sr74/tce/4dB7N772b/du85bpE7zSh7Ie+NJgAkhnXPs8L94vmC6uK+cX1B\nzriPrDHeO2uT689exR7j/qysL/c6cTNA3AN3Ac7PEXTMuiEmBCaI68dz62a2+P84kAuFgjVuID2s\nJfda479zrTDI8L7da49zmDWDvIbz1e0a5Xqwlt17o7tgZ+3zjBHUCwPANcVcxWvxd7iOfB7uGdeV\n72MA5Ms9eYKf4Tz+oL9+qgj/2WefLVy5cuW/FovF/3LlypX/U9IfXrlypV/SZyXdLBaL/+HKlSsN\nkj787LPPfsc5GkX0ZUnHJX1T0n+7cuXKf/7xv3PlypVni8Wimpub5fP5TKN13333aW5uThsbGxai\n+olPfEJlZWV69NFHlc1mtb29rd7eXgUCAb355pvq6OjQ7OysOjs7NTAwoM985jNaXV1VW1ubcckn\nT57U2tqaTpw4IY/Ho76+Pm1sbCgQCOizn/2sfvCDHyidTmtubs40HaWlpbr//vu1v7+vhoYGnT9/\nXgMDA8pmsxZ9sb29rY6ODotXqKysVE9Pjy5fvqy1tTVVVlZqa2tLv/7rv67JyUl1dXWpo6NDGxsb\n1rWR3TUwMKDPfvaz5vz53d/9XX3nO98xXdqnP/1pQwXb2tqUSqVUX19vtmLon+vXr+vrX/+6/uqv\n/kpPP/20Pv/5z+uFF14wrVZzc7MaGxu1vr6uCxcuqKysTL/8y7+sq1ev6qMf/agmJiZMF+fz+cxO\n3dHRoWw2axEH/B6oXkNDg+VXJZNJ5XI5Pfzwwzpx4oTm5uY0Pz+vCxcuGF2Aa44HbnFxUSdOnNAX\nv/hFm0mI88W98W5ubt6Tw4VDpq+vT7du3VJnZ6dqa2sVDAb1xS9+0dZcSUmJ0um0DXcFgXjsscdU\nX19vac+BQEChUEiXL19WVVWVUVnJZFIjIyMmBq+oqNDk5KTa2to0Pz+v0tJS9fb2anl5WW1tbVpe\nXtajjz6qubk5nT9/XhMTE4awnTt3Tq+88orOnj2rkpISffzjH9fXv/51fe5zn9Po6Khu3ryp8vJy\nffjDHzYkamlpScePH9eHPvQhm/N56tQpeTweXbp0SSsrK+rr69Pp06e1sLCgs2fP6gtf+IImJiZ0\n+fJlJRIJvfnmm+rt7VU2m1U6ndbs7KyJ6UH32tvbFY1GDYm+dOmS3nzzTRvSCxWIrmhwcFBNTU3a\n2trSM888Y6aZQqGgxsZG1dbWKpvN6sKFC3r55Zd19uxZzczMKJ/Pq6urS45zFDK5uLior371q7p5\n86ZZxkHyzp8/r5qaGp08eVKPPvqo7rvvPr3++ut6+OGHbXTTsWPHVFFRoaefftqe4dOnT2tmZkYn\nT55Ud3e3udWgzxcXF81YMDMzo76+Pp07d06jo6P66le/asOUCYX++Mc/btMNGhsb7d6fP3/eInCq\nq6vV2tqqvr4+LSws6PLlyzp58qSuXbumkydPqra2VseOHVNdXZ3uv/9+s/OfPXtW29vbOnHihA4P\nD5VKpdTR0aH19XX5/X4zfiwuLpp2DlH6tWvXVF9fr4sXL5rY+eMf/7jS6bTGxsbU0dGhp556ypA4\nxr7gJEbMTgEdCoXU3Nys2dlZnThxQpcuXTLtZjweVzgcViAQUEdHh+UydXZ26vLly3b96urq1N7e\nbtpEGAEmB9Asl5eX6+zZswoEAnZg19XVaWpqSolEQvl8/h53W3l5uT760Y+ahKOurk4jIyNqbW01\nY0Rzc7NRUKA1TU1Namtr06c+9Slznz744IOamJhQJpNRS0uLysvL9cQTTyifz2t8fNw0o7Ozs2pv\nb1dlZaUikYii0ajy+bxOnz5t2kCKMfRy6XRaPT09VhwdP37cKFqmJcCG9PX1GSp04cIFfec739En\nPvEJAymWlpY0MzOj8+fPa2xsTOfPnzdUv7y8XO3t7TZo/KmnnpIkpdNpW4cYbG7cuGHX9tKlSwqF\nQramL1++bI335cuXtbCwYHv8q6++qra2NjnOURTRqVOnLPn/9OnT2tzcVDqd1tbWli5cuGDI3uHh\nodrb2+1sqqurU2trq9bW1tTX16fDw0N7hlpaWtTc3GyRPp2dndrd3TWtOPN7u7u7lcvlND4+rqee\nekoXL16085isthMnTujq1at6+OGHjW4eHR3VQw89pFOnTmlkZEQHBwc6deqUHnjgAUNL0+m0vF6v\nFXu/+qu/agwZQ9A/SBH+z6UBcxynSkcjh/4nSX8j6YHi+zlg3y8Wix3OT+aA/Z2kZ4v/nRywnp4e\nLS4uWgJ9IBDQzMyMUWD5fN6oKHfXjzC5UCjok5/8pL797W/bzLNLly7p5ZdfttiGpqYmcz60tbVZ\ncYeoGPicggEdD3MfyXDCEYlTk1DGQqFgYYwIj5m3VVVVpcXFRSUSCVs8bCZsdktLS5YGHA6H1d/f\nb5w3mrZcLqdjx47pnXfeMaQEdIDOBY0KTr0f/ehHJlaE7vN6vRodHbUp842NjRoaGrKoBzodoOBs\nNmvaGEIh0diANKFLampq0uDgoAqFgiUMc7C76VXEjbwf7rHH41FnZ6fefvttlZeXW/4PjiYywejA\npaPOko0cZys6idOnT+vVV19VNBo1LQF5Zoj0EXHfuXNHKysr5tLCjIGejU0/Go0qHA7rvffeMzoh\nFovZoGp0gaRk854Y6k7Rsrm5qZWVFXMEejwera6u6umnn9a3vvUtlZeX69SpU7p+/bpmZ2dNLFte\nfjT/bW9vTw0NDfY5QEzR2aFR9Pl8pqtYXFy0yAX0VIuLi+ru7rbsIvQde3t7qq6u1vLysjks0fj1\n9PRodXVV4+PjZoGHfgAZRDYgyUJZ6Z4Z2g5ttLq6aqYaDC9QweRBBYNBXb161YTHrFGEy+imEMtj\nykEfWllZac8QoY3QhbW1tZa9lslkNDMzY7mDxWLRDAx8JrKOoCtIn9/e3rYgYKjG3d1dNTQ0aHR0\nVOFw2J5d9i6COwkeZnQPz8r6+roVdRhjtre3rVCYn5/X3NycCoWCHn/8cb3xxhuanZ21IeS7u0ej\n1E6fPq2bN2+qpKTE9pbS0veHooP+SLJCic/O3sV95HqBZBweHtqcXNBhbP08+6WlpRZZwe9C+21s\nbGhnZ8fkA6CKBKxOTk6adhXGwOv1Gk3MHpjNZnXr1i1zVs/OzqqqqkrRaFQjIyMmTcABTgZkSUmJ\nEomEVldXFQwGLem8tPQoJJTCOxaL6e233zaHafGuu5MxeFtbW/Y60H+SzBxAxluh8H7gdllZmWKx\nmMlbFhcXlc1mNTk5qfPnz+ull14yuUFra6va2tr013/91zp+/Ljeeecdc37D2hASe/v2bRUKRyG6\no6Oj2tnZUXNzs1ZWVtTa2qrJyUmlUildu3ZNJSUlhiiBivX29pqGEyqxra1Nt27dUlNTk90vqG5C\nYUH8oZMLhYJlY9LYUjDv7+8rl8splUpZcO/09LTJNySZAS0SiZgWbHt729b45cuX9bd/+7cmNUBe\nwFi2X/mVX9Hzzz9vCGZLS4sGBgYMWMAEEQwGNTc3Z5llkqxIpvj1+/1aX1/X5OTkB6oB+1mDWEsk\nvSWpWdL/USwWf89xnOViseh3/cxSsVgMOI7znyW9ViwW/+vd7/+ZpG8Xi8W/+bHXLPLwSzJumEIH\n/U55+dFAYYTJGxsbFi1wcHBg4xkQm+I4w32HIwmxNeJlDpjKykpb9BRUkozKoBrmtREGM2II6oX8\nHyz1dXV1plcpFAom5ispORobwusQvOg4jubn55VKpSRJMzMzOn36tN59912bEUbSPpsY72N1ddU0\nB3QZ9913n5577jk1NTWptbVVr732mgmCoQgpatbW1pROp/XOO++oo6PDCin0QgiOuRa4tCoqKpRO\np5XP5+16IiSGhiD6AR0fBgQQT2B7nJyHh4c6e/asXnjhBRvb4oa4GQRLnpQ78JNh0wcHB+ru7tbg\n4KAeeOABDQ8Pa2Zm5h46cnp62gorXLZsGhQciUTCwicXFhZsyDDUAwdqZWWlHaJsvvw3DgYONoTL\nmDzc42W2trZUX1+vkZGRe0S5QO1LS0uWScPByz3BPIG2L5fLKRKJmJAcCJ04CpzHaH02NjZM7wNV\nw5DgRCKhgYEBo+HR25WVHYUYgoiurq5aIUQhjt2f3B6eXQaz19TUaHJy0mis+++/X2+++aa5KTEd\nQC8wMaFYLGpgYEDRaFRjY2Om6+OaE1MAMl1dXa1kMqnl5WVLQud+M0LMcRzLGhsZGdGHP/xhvfba\na3bAbWxsqKWlRcPDR6k6FAkcCEy/QLvE4YQOaXR01NL+obJSqZSGh4ctIy6fz6utrY2N3kJBobYc\nxzEBNB0/+ybrq6KiQnNzczYVBKQ+lUqZBrNYLNqYH4T76M0IN4WK9vl8qqioMG0UVAxU8OzsrJkz\nGHQ9Ojpq+yc6OuhrktWRbbhDnXGzY3CBLoOSZB1hWFldXTVKkVxEdJvoginG2KNbW1vv2eOgyEOh\nkAYHB9XS0qKxsTGTcrBPESLLQY/ec2lpyRpo5pq6s+o4U7hv7ikf/A0mMnBNCfedm5uzpoYxcTy7\nNKNcL/YJn8+n5eVlCx7GcDU5OWk0Jc/Gzs6OUqmUpqen7XyjkFtcXLQ1Pzo6avsnTSFFPs5dEDH2\nsh+XNzAlBuMK+lDmZ6JzRfrC2kE6wL5cWno0f7exsdG0tMPDwyY5IaePuKrp6Wl7BvkMMzMz2tvb\nUyAQsDQFdzMFOkugN1q827dvf6AF2M/kqywWi4eSTjqOUyfpBcdxHtQHMIqIxczCiUQiNvJmZWXF\nAjJBYsLhsNFRUHu4CkkqZ5YXuS+IY1OplEGZuBV5sBOJhCFvWPp5H4FAQPl83pxNRAPALzuOY8UP\nZgCiJTwej7nHWltbzZ2BAFqS5SaREZa5m+zPJnP16lVDfsjaoXN1J+DTUTOqqaOjQ17v0Yif7u5u\nXb9+3TYOdBc8hFVVVcpkMrp9+7Y9qIgSSTYmYZ1OHwG6x+NRU1OTOWNwO7mF3AgnGS2Ty+U0NTVl\nTkqy0RAMZ7NZ1dbWWqeEEBahKQ8d4mkQG0ZNBYNBc49xCGFqIP2fQN+lpSXF43HTKrkdMwQzku5P\nAUFB6Pf7NTU1ZYG1FRUVamxs1ODgoGk0KBhIVGYzIZiWNU66O+uHzYaiGwMEmUoga7FYTEtLS5bC\nHY1GrRANBAIm7Oc9zs3N2d88PDw0Zxz6FEbDMDCa+3Hnzp17NlQEwH6/X7lczjr8YDBoLkicwSCr\n2WxW165dM6S4UChYbpB0lF/W2tqqGzduWDHLe8TN2NDQYIcvgbmYFeLxuKampozmKRaLNuYF0bN0\nVDjV1dXZEGyfz6fV1VXLQyO/ra2tTf39/XatcUW5UULE0jg8KepSqZRRZswbxK0JQonxYnZ21sY0\nkcnEWqRJQjDPvol2rry83DL6GBGDYBhTy+joqDWakrS9vW33l0OTAFCeN8dxFA6HNTY2plAoZEgG\nRRWIJp+PwGjGVBE7A/1HQU0QK3rHnZ0d1dXVWYSHJBPGu3WZNBA0ZDgOaQ7Zs9mbHccxYwYhuzxb\niP8lGbLBBJRAIKCmpiYbmRaPxyXpJ+a5ksUIhUr4KPcc5yKsDdojhP4UsSDUDQ0NpleqrDyaNQxV\nhw4MByfzhplGAerKEPPGxkZjdQAIGhoatLy8rJWVFfv77OvMfnQ3lFwfx3Hsd2kIaJ54r+gDw+Gw\nhoeHVVdXZ4UrOkZMc9w7kgIYk4eTv6amRqOjo6qurra9CSc1KC2MAPsfNDUaaShs5oQSXlwoHGWQ\nlZSUKJfLWZB4MBi8x3iGAxkDCHtaJBLR7du3f94y55/9+rmCLYrF4prjON+WdFpS3nGcqIuCnLv7\nY9OSUq5fS9793k98MUSbRYpja3V11TRBpaWlyuVy5owDmmcMB0UWMRK87sLCgkUOAPsfHh6NBoIe\nctvnESiyUFj4iP82NzetKMOZRhfj7goRp8LH44qcnp42igQ0gyBApsozwR7Y1z02BDoRugQ0YmFh\nwR6a5eVloycZOry0tKSJiQkrLElkJoajqqrKFiouRgoiHDx0dMDdQMz5fF7pdFq5XE77+/smSocu\nW1lZMW3EwcGB1tbWNDMzYwu8oqLCNnVSwXd2dgxCZgPGIUN3UygULCsI1A/L9P7+vv2d1dVVu54U\njQhkcakVi0Wb9YVAdX193WjN9fV1oxjIiHL/HjoURPOzs7N2kOAyWltbM+QBRx/XdHV19R4HIX+P\nzXBxcdGug9uNxjNCFtPc3Jy5HdFx8H1E/Y7j2GxQruns7KwkGZXMvWPdr62t2RxJDkCoLWh+7i1r\nmO6cwhGEggy45eVlc7hOT0/bM3JwcKBcLqft7W17/6CP3BueY549NuLDw0PbB9zU1/LysjY3N7Ww\nsKCKigq7v9L7Rg4aGOdu7EEul9Pa2pqmp6e1urqq3d1dy98aHx831GZ9fd0KwaWlJW1tbRkFBZrB\nmCcE5mtrazbOi2uyublp+x0uLah1tEI845IMAZCOxNwwBjwj5Cmura3d474mww2qE9MQeybxNGjv\nFhcXdXBwYHQq75NcJZ4n3KdoVUGHJBm6SuHCiCUQVoT2s7OzKikpsWcPGhmjT6FQMJTF4/GYdGVr\na8uK7WKxaDE5e3tHMzHJNcOoBVXPeoURYXYu82yJkuE+QqNJ7xtFQJ64NpwbZCmCVrFH4TLmOUQY\nzj1fXl428TdrHRMWSNri4qLR/ZgGQNwBAXDgM+OXaBrOLYT10L8LCwuGzJG1RpQGewij3HheYJ3c\ndDwIKecZa5/7w2jB+fl5Cz9GCsEeyv7KGcS+urW1Zfef9ci9Yz/BiIGOEXmR20y2uLhoIAHrZ2Vl\n5Z49iNfa2dnR+Pi4Zmdn76FoP8ivn1qAOY4TkrRfLBZXHceplPRhSVf0/iii/10/OYro/3Yc56uS\nGvTPjCLCjlpaWmp2cgJFsWTDv5eWlpqmiI6aGVwsHChKqKOGhgaDH6mSM5mMUTcbGxuWBD0wMKBg\nMKiJiQlzVZSWlprlvLy8XPF4XNPT0wZt4w4C6QH2hXNnflZNTY0hIWgO3O4j4E20UTs7O/L7/fY7\ndFXpdNoWN1kyxD9AwRUKBXs99DMMgSa3iPwW5uah4XrvvfcUi8Usf8qdlSTJdE9cc1Cx8vJyjY2N\nKZFIGLXAgxAKhQwB293dVTqdtg0NCJqDlhFSDDDHMcZGCfKF0BkEBCQJYwEZQgyR5gFlzXEwkmze\n2NholAXBrLFYzPJ5sLvH43E7tIt3rdI4k9xjg9hYoLQwBKysrCgWi1kHyX3jXtMNjo+P2zUPBoOW\n60XH5/V6jTphnmI2m9X4+LihEaBuDN4lNgK6A30VB+fOzo7C4bAhYzgBodeh1UEjiHmIxWJaWFhQ\nQ0OD2e3Ly8s1Ojpq2h8ck5lMRnNzc/L5fEYtpFIpM75AYUFHgVww2mlra0upVMro9/7+futw6dSl\no9DLfD5vKAgUPrQ4cQFEYLS2ttpGTZo2aA3POq8Rj8c1NDRkaGwmk7HhyVBKRL7wDEFnj4yMKBQK\nGWqyvb2tTCZj8gcGQaO1woZPswbtTp4YDQn3k7/X2NhoCKj7UGpoaLCCraSkxBpWqHAymEpKSux+\ng1Tx3EGN8SyBihMnwfDtwcFB2zdBNlgPNC44w9EGrq2tWaYYh6jXezQjESSVQoOcOBpaDthkMmmF\nGHlw5OzF43EzLsCA1NXVWWhzPB63yRT5fN5Q/FgsZgOud3d3rQB1TwCggEcCQCgxqPH8/LwkmSYV\nRJ1i1z2eDiaH8Fg0ccSAoImlaGTaBZRgMpnUwsKCTXRAosG0FDLYuH+BQECLi4sWtbG7u2uTGXiG\noNVZ9+Q8EoOBkQYpCVQn+wrFFWaK6upqmwMJUlhdfTT0HtSMM45GhMKRLEXMSclk0gKmoc15ViSZ\n2WR1dVWZu9EUuVzO7h+5cBjjkOg4jqOzZ8+atrWlpUXPP//8TyuZfq6vn6oBcxynR9JfSHJ0FFvx\n9WKx+J8cxwnoaBxRStK4pF8s3k3DdxznSzpySe5L+p3ifycN33GcIhkgWPNBrOiuWDhwysCI3Mz9\n/X2dOHFCQ0NDdhC686jKy8sVCoU0NjZmUDkoA6gVNAsaLBZZRUXFPUFzxWLR6CNsrnSvBvIlAAAg\nAElEQVRmdCjQRSyAlZUVo8nYXHGugKAhqKaToSOdn59Xe3u7NjY2NDs7a1A4dAjQM/oOFmtFRYWS\nyaQqKyt18+ZNc1lOTk5awjsPIXokfn92dlaZTEYjIyMWxIpgH/pjfX3deHjE+Qj9FxYWVCgUrHMl\nvZz7IckeBES86C8ODw9t4zt27Jhef/11ozjcRQHXCBiargs9IUjq2bNnde3aNXV3d1u4KZC4W1zP\nIUW+E8gWa4c1AWTO5uiGxemAoSFZExwg+XzeDn80Yh6Px6YiRCIRu96jo6Pm0ER3QbHJgFsMHG5q\nor6+3hBjt9Ykm80aykL+HV0wui/QD5KgeT2mENTW1pp4PRwO2/p0U9rkJzG+ZGtry1A17gtIGAPU\n0TuigWK0zPT0tKLRqKampuzARKBL0ctzDOrAIbC9va1kMqmZmRkrzkFloTtxd0myJgL9ItT69PS0\nOjo6dOvWLdPEra+vm4OXotTn8ymfz6umpsbGyRDQiW4LXRhrEOS/trZWPp9P09PTpsWCBsUdh66I\nRoikf5DqnZ0deTweZbNZKxr8fr9mZmZM20Y4JTlcOL5IYYcugn6nKADxpBlFz0ZwpiQzeFAAJJNJ\nWx+gXjRKoLq4mCXZxBMaRI/Ho83NTSvoYCIwl3DPaKJodoLBoMlDEO1jREEbyQEObU5zgdQCrSNi\nbBgXKK3x8XGjHd1zMUFQGhsbDWEsFovm7qdwZG9BsO4+T3w+n2kJMfIsLCxYkUy+Y39/v+kOKZrJ\n2CJihzMC+YHjOIrH4zaUGhMZrm/3eVQsFi1fa2VlRevr62Y8o/FdXV21rDuaCQpj9mKeTdaFJJNW\nIA9hMgx0OIwUUSbQjyDz7s8nSV1dXRobG1NFRYUhnxSmhUJBZ8+e1ejoqLkYoWlZTxR29fX1Ghsb\nM6qRc7miokItLS0aGRmx9Xk3VeHfLoi1WCzeKB6NHzpZLBaPF4vF/3T3+//iUURAilTdIFMcLtIR\nBw18jFuPggd6AnF2aWmp/Tt8Mc4lj8dj0K0bkgVVoYOky4NyASnCcYPrhYcMdIa/RUHh1gVh0wYy\npityp0G73T90i3S/+/v7NtfNjaxw+AKfkim2sLCgWCxmmwcif+Btd+4Z15tCRNI9FACHHfA7Gwm0\nITk8wM3u3DQ2YJw26Jq4psDo/IM+oa6uzg4wN83LZIKdnR2D06EU0Viw4RHSivYHConDlDXEfYf+\nACmDanFnaEH98bkp3Dg43TkxZPRAwVJIsgbcYYqIkmdmZsy5yEbOIQDFiwgeShhzBMWVe1OnWySs\nF4E1nToHCOgT15AiGcMBhzK/D40C5cWhTiaPmxbkOeJ1KeChDKEroTxxXeK84zVA8A4PD5VIJAyZ\nAlGCsnDnlvHaGxsbth5Z3+hW2AMoDBA2I85HfwnygS4NCom1yB7lFmu7U74RTqNXcqNI7AdkmoVC\nIdvr3Ose1J0mh2tONAB0D2gMKBb3CfSB9wmty//nnvI9inX2PtYI9DUZWuwR9fX1qqioMNRzb2/P\nDBRcJ/YYBm8XCu+PC+LwBc2CBnSvA34WUT+vARoGNUzjAqWJEP7g4MB0lIjy+Yy8hs/nMyobbRv0\nGY04FJ57n4DSKi0tNdkCa51n2Z3mzv7BXirJDCy4mymCV1dX7dmhQC4Wi9aAUrhSzGB84R+eEaQU\nUIqlpaXmDqdh4fng3qKzBQ1lf+d5gwr0er32zGFwchu+QMI5+0Gr2C8503neqA24jhsbG1pfXzfE\nfn5+3gpopDUUX+Xl5dbY8PdA07xer801lmSMCU0zzw/vgffMM/tBfv27JuFLspvDhaLjgsaCi2VT\nYzFzsBPCRxEGbcnFYvNgJIQkS6smU4sDYm9vz9ySFHDAl0CSIEd00NL7E+Tp7t2iXiywIHuSTHNC\nkYm9HIErBQvUJroHhLAsNlyDiJ05IOioEItTSDGGBvQF9FGSwegUB2RzkS7M9WbTxkUFeoMWgs/g\nPqxBzOi+2LAoThG9Q0mSP+Uu2KADuW4E6GEioGDkmpKUTSI+xT3RA26XKx06DyeiboawU5Dy2iC2\nQN7A8iAtUCS8Nj/DRkZTwSGG64ziAcqEw5oDhL/rnq3H+wMthi7lC5QT5AJrOenQq6ur1gjV1dVp\ncXHRIjegN+lw2bB5XmhCeA/cJ4TVuLd4zrk+HAoIn1nvPKtEmPB6TFdAk8f74HBEJsB1RExLwwFq\nwbNLJ84zTIOEDg9kieKAIgnEkwBS9E2gXCDpFKygI5he3GHCFFoUFW69Iwgr+yLoGOuBNcRzRgGN\nw5dDk9937yGg+25tns/nuydwlj2AdeMWx9O4UaSgA6QB5rrwjIF8ccC7G1v2fgpgIgjc2ig+P+5y\naGkKPp5XhPBurRHPK3uEe41SUJJQv7OzY3EjsBiwLVDV7GMYi5B7sOZohKBdec8goDhU3VEL7qki\n3H+fz2fNARIGmhQKI+4RawD0ioKhvLzcCsqqqiqj9kGsuKZuYxLyhUAgYDo1Cjk3suUuqKDca2tr\ntbq6ao0IemrWK1S4e78vKyuzKQygTjwL7NkI+t3hyKw7x3GMumVvRN+M4SESidga4n3xfFBvIM1w\nG7T4bOvr69Y8/Gt8/bvOgvzCF76g0dFR42ZLSkr06quv6sSJEwa3VlRU6K233jKdg9frtdl0Xq9X\nX/nKV/SVr3xFXV1d+v73v68/+IM/0Je//GUb2/DUU0/p5s2beumll/TpT39a3/3ud1VWVqZcLqfO\nzk4Vi0Vdu3ZNv/Zrv6aXX35Z3d3dprGZmZnRD37wA6VSKVVWVur69et65plndPv2bfX09JjwmVDE\n++67T0NDQ9rb29PVq1d1/PhxFQoFJRIJvfDCC+rr69ONGzdUWlpqAYubm5tqamqykL2vf/3r6ujo\nMGHqU089pampKT344IP64z/+Yysidnd3lclkNDExoaamJoVCIb3++us6e/asHn30UX3pS1/SxYsX\n9fbbbyufz+szn/mMDg4O9NZbb2l6elrxeFzHjh3TCy+8YDbeBx98UKOjoxY8iGaH8NChoSHNzMzo\nwoUL1mkw1+8Xf/EX9fzzzxuChONxdnZW+Xxex48flyRdvXpVy8vLeuCBB1RZWalr164plUrJ6/Xq\n1KlTeu655zQ+Pm56pMbGRnO4+f1+TUxMKBAIWCzJwMCA0QE3b97Uk08+qe9///t6+OGH9e1vf1sH\nBwc247CxsdGErBSRTz75pL72ta+ppqZG3d3dNsSVodzYwP1+vwKBgIUkBoNBbW5u6sKFC3rjjTcs\n8uStt95SZ2en6b1u3bql6upqTU9P66GHHjLx8PDwsH7zN39T//AP/6CKigq98847+trXvqbf/u3f\nVldXlx599FG9+OKLeu211yzzK5VKqb+/X4VCwcI6b926pUgkYiOMFhYWJB05hQqFguVfDQ4OyuPx\n6Mknn9Q//uM/mtbs5MmTmpqaUjweVzAYtKw5n89nQ53Hx8fV1tamwcFBfeQjH1Eul9Mbb7xhGpbz\n589bttf169fV2NhoXSpFUbF4ND/yYx/7mL7xjW/owoULOnbsmF566SXNzs5aUOXf/M3f6Pz582pv\nb7/H0fjcc8/p2LFjunPnjh2wv/ALv6B33nlHVVVV6urq0g9/+EPF43GNjIxYHt5LL72knp4e/ehH\nP9KZM2e0vb2tpaUlFQoFhcNhRaNRXb16VXV1dTp16pRefPFFK+ree+89CxuNRqNaWFjQa6+9pubm\nZgWDQYsfSKVSeuONN+T1em1syo0bN7S7u6vu7m699tpr8vl8uv/++3Xz5k3TJJ46dUrj4+NmzYdm\nRXC/tbWlQCBg9DLF2RNPPCGPx6OxsTFNTExoampKf/iHf6jnnntOr7zyirnAb9++rYODA33yk5/U\nyy+/rImJCXsOy8rKLJMwkUiY+SGRSBj1MzIyogcffFA//OEPNTc3p/b2dtuHq6qqzHBB0bS7u2tx\nL5cuXdLU1JQV3MFgUO3t7erv75fP57PgUAJGBwcHlclkzJGeTCbl9/t148YNdXV16d1331Umk5F0\nVMx/61vfsmHmHo9HZ8+e1Xe+8x2LEhgdHVVZWZnOnDmj27dvKx6Pa3R01OhcN+L26KOPWmbgysqK\nrl+/ro6ODj3wwAN6++23tb29rXPnzukb3/iGksmkZY+Fw2GbC7q6uqre3l6TARQKBRuu7ff7dfz4\ncQ0NDWl1dVXt7e1WRPf29mpjY0Nvv/22Jicn9cgjj+jq1av6rd/6LX35y19WMpmUz+dTd3e3Ll++\nrN/7vd/TE088oW9+85vq7e21GI75+XmdOnVK6XRaf/Znf6ZUKqVgMKhr166pWCzq4sWLmpyc1JNP\nPqnXX39dZ86c0V/8xV+YnhVdZn19vT71qU/pL//yL21M0K1bt/SJT3xC3/3ud9XT06Py8nINDQ1p\nZ2fHRnm1tLSov79fnZ2deu+996y44zkmj25sbEzZbFY7Ozu6fv26HnvsMb3wwgu6cOGCrl69qoqK\nCp04cUKFQkHXr1/XsWPHlM1mzY27tLSkt956S5cvX9Yzzzyj3//93zfkHA3y6OioJicn9Sd/8if6\noz/6IwNeHnnkEf3pn/6plpeX9dhjj2ltbc1Cn/f29tTX16dXX31ViUTCgIB3333Xnuv+/n7dvHnz\nA6Ugf+YCzDnKAntT0lSxWHzKcRy/pP8mqVHSmI40YKt3f/ZLkn5d0oH+GQ1YT0+PdeQgOED1kUjE\nxJfQSgwTRq/g8Xj0yCOP6Ic//KFx4SdOnNDMzIzGxsbk9/vV3NysyclJzczM6MyZM5ZPQ+IyXf7B\nwYFx23S6OGXo/t3CQLp2BrFiJWbgKZ+Lahzakk7RLUBHa4S1Gg1KV1eXCoWCRkdHlU6nbZCwdASb\nhkIh3b59W6FQSJlMRu+++66y2azi8bjm5+dN5wClV19fr6GhIevI0PwwqBdECyE6GysIHugj14xw\n2xs3bujMmTMaGhqygdxoQWpray2TKpfLWXcfCASsMCEWoaury4pZnDy1tbWW11NWVmaok8fjsQwZ\nOuadnR3LhTpz5owVQ5ubm7pz546ZOWpqajQxMaGSkhLTvAHFM2+QKQk4kzyeo6DSmpoaEzFvbm7a\n4F7CZycmJtTR0WGHWElJiWZmZkzzBBVQLBaVSqWM0iYUdnh4WHt7e2publZ/f7+5qoDy0ceg+8Dk\nge4O9AFUmGgSUMdgMKjR0VFlMhlzVC4sLCgQCFiILT8H9QcVAb10cHBgjkbQEAotUOC6ujpztsXj\ncXPIxeNxDQ4OKhAIKJvNMtzWNGDMZGV9IeCdnZ1Vc3OzRTnQpdKoRKNRTU5OKhgM2kzH+vp6O3zn\n5uZ05swZbW1taWBgwFBgqCNQi+HhYUOS/H6/Zmdn7edWV1ctToWOmucEVxei+MnJScViMcvpwwRQ\nKBRsCgToMVEvIAVoAcvKysy0wTrY3d3VqVOnbC7u+vq6VldXde7cOQ0PD1ugLPRfLpdTJpPR1NSU\noYQgGDgkU6mU0VI881VVVZqZmbEB5mgw2ctgCXCRU7TyPdx1UFbl5eXq6uoyvV9DQ4Pp0xYWFrS8\nvKxUKmURKOgxGdyNq93r9VpBKskoXoZzg9LDouCEJQTWcRyLblldXZXP57P3wPBqEMVoNGrxN6FQ\nSCMjI6qrqzOKlUgXgpXJw+ILrS36UWIX3BQn63thYUE7OzuKRCJyHMdyGZk1HA6H1dLSom9+85tq\nbW3VyMiI5WPyWbk+/f39CofD5rSWZHq0eDyu2dlZi8XZ3T0ajs263tzcVEdHh7mf9/f3DTnjOrIX\n4JLFWICgniIXBoh7RIA6Yv25uTn19vbq5s2bikQimpqaUk1NjRlYmIRAMwJyjEb09OnTFtMENenW\ngz322GO6efOmyXdaW1st6BzpRGlpqQKBgKampixyioZ+d3dXsVjMZpvSOP+basBcX78j6Zbr3/+j\npO8Ui8V2Sd+T9CVJco5GEf2ipE5JT0j6UweR1I99uek9AvLYwOrq6sx9wQUBZkUjQF6JG0ZHE8KQ\n7kAgYNlfbHIEF0ajUctcSSQS2tnZUWNjo+rq6pRIJEzTwOZM8YHLiZwtNBH8PAciIltgc9xXhC4i\n0mXQLzQIkDbdlM/nUywWMxoU+JSDCPgbJyHoERQTtBa0JPREOp02amBtbc26Rw6LUCiksrIyRaNR\nhUIhJRIJSbKNmIImGo2qqanJilTgfsJZpSN4vaWlxYqnYDCoQCBgBa/P5zPxMnQ0NAWmgkQiodra\nWoXDYSUSCcViMXvf0GLQl+g8JNnmyCBfaCJcQlxjKAPok0gkovr6ess3I+SzurraDnry2hjvAvVV\nWVmpYDBoBz3XH6qPrg2jQnV1tZqbm7W8vKxMJqNYLHYP/eOm3DwejxobG+1aQ7VwX92ZUdA9CGJJ\nZK+rq5MkGxqOQYX3zn+vrKxUOp1WMBg0apIsKxoNMpvQqwQCAdXU1NgYKygPOuZQKKRAIGCBj/wM\nBQmHJC5eDgCoibq6OhswX1JScs+hSFwADlEGMdOIoCWlmAwGg+bIhRapqKi4J3PKcRzLV3M/01Cw\n0DE8Z26UGvcaB69bwE5WIBQZexN0PfuKW88DTR0MBhUOhy0kNZFIqLW11YpB9GcI0ff3922/hLIl\n6w45AlQVtD1uWgwOiKbd7+3g4MCkEtC2CP553gKBgO31NEA43sPhsO3HOJlxEobDYRWLRXsOcVyz\nVrlu/B40FfQe2U319fWKRCJGK1Fg4nTu6emxge3Qtpwb7vwoKPLDw0OFQiGl0+l7pCK9vb2KRCKW\nm4achWwxmpqKigpb+/F4XNls1swtnCvsU1CQJSUlymaz5vpFY1VfX6/6+npz2iYSCTuvYrGYSRnI\nhQyHwwqFQgqHw5bhxRrm2Wd8FM86TUF9fb2tn2g0auuQ8xcqGPoQsxRmIRqbdDptNCzXNRQKWbMt\nydY70wzIheTsISeMRo2zn/2bworrl0gkbIILdDMym5mZGfu8yJO8Xq8510FZ/zXYwp81CT8p6WuS\n/ldJv3sXARvQv3AUEXochIwcwggLoYmy2awlkdMNIzblgcC+TeRELpe7B9licSCQBDb2eDyW/k7e\nFgcRjiI2TygANB4gL9XV1Taqg47C6/Vqfn7e9DmnTp3SzZs3zUK/urpqov5UKqVisajZ2Vl1dHRo\nZ2dHU1NTeuihh/Tiiy+aA4Qkb3dw4srKioUucliXlJTomWee0Z//+Z+rpaVF3d3d+t73vmc5NPD5\nOD7pmt944w319vbq1q1bprmh85ZkRag78K61tVUzMzP2eRGnEuUB6gPFgcMIxITDj4LR6/Xq4sWL\n+vu//3vToKAdQHyOfgZ9AaJwv99/z0zGwcFBPfHEE3rrrbeUz+clyTQDoBAc6GSJoYnb399Xe3u7\nJTbPzc0ZJI/5AaEmBQGHOkXhxsaGmpqaNDAwYF0mhxfFcSQSMcfS1NSUotGoRTgsLi7ammeNU7iM\n3U3qprNtaGjQnTt3FAgE5Pf7NTw8rEgkogsXLuj11183Hd/ExIS5P9G2YIggCJTiiyDQlpYW/ehH\nP7J7SnGBYxC6lvmrU1NTppFDQ0hjQpfLeA+S8FkDTz75pF566SWFw2ELEEX7QrEVj8e1u7urW7du\nKZlManx83NxSe3t76uzs1NDQkKE2REgwWgY3G01dNBo1UXt1dbVisZgGBgb0sY99TN/73vckyYq6\n9vZ2DQ0NmXuMqQTRaNTy5tjE6fgx1jDfFFqO8Tx37tyxa8nMwYmJCYtSIYoA17Pf77+HRuf6ogMr\nKzvKF2ttbdXS0pIhFe3t7RobGzODwt7enmnEeLbQ/lAEYiTB5Ukhh1gZ5IlmIBqNqrS0VOPj4xbF\nABJGlh3FE3qr3d1da07Jk4pGo5qbm7NnkXOKQjoejyufz1sotTsGgiKLa724uGgaU6/Xa1Q2iDko\neigU0sTEhNLptIaGhuzzoT0il5G1vLy8bM++dFRQg46jR0a3SFMDwoJ7lyILBLe8vNzG6vl8Pnvt\ng4MDM1ZxPdAp41pGD82zHYvFLD8zkUhocHDQkPKKigrTdLHn+/1+zc3NWWOOEaa9vV2Dg4PWnMzP\nz5uTkXuH1hdUjz3Z3ThhZGEd8pyQ1YZxAiMBon7QcdzpnDFE8sDsuM8/nrmqqioNDw8b6stnILg1\nEokoHo9rYGDAGhUMW8ViUSdOnNDt27dVUlKiSCQCYv9vjoB9VdL/onvT7qPFYjEvScVicVZS5O73\nGyRNun5u+u73fuILhxrWYA4TcrPYHBDhrqysmFiQC8UwWDQvbW1tVrWiF6ODo/MjpK+8/Chhenp6\nWslk0qrnYDCohoYGJRIJG3FEHhfddGNjo2UsFYtF6475e3SGHs9RPAWjHtxjc0B8KISi0ahyuZwd\nBMPDw4YCZu7mDYFmENbKYe4WR3d2durOnTsm8p2ZmTFeG4qXgoYQRyIEKDAlWb5SZeXRTEqK0tra\nWstxWVpasu6LohDUEJRgb+9oVE4gELDOmc6bh5AD8uDgwMZK8BocVhxYIAfQkhx2dKqgP/v7+7pz\n544k2WuBmEIDs9mwGfM56cYQhXLtwuGwBVBWVVVZij6HFJsICAzBpm5ElA2EAbUUrz09PVZcZzIZ\nRSIRQ0WgkKFl6PbQkiDYhQ5ho5mYmDDB/O7urnX1uEhBFLif3Hu3KYAC3+PxqLm5WfX19dZxHh4e\n2hBv6CsiBshB4uBFtwiqAUpZXl4u6YjyGxkZsU2Wrhd0mkaNQFGeMygi9ovZ2VmjRjjo2ch3dnas\nw2UCBYdEPB63xsTr9WpiYsIEvn6/364vfw8UHtTdnRuFuSIej1txEA6HLcwZ9AgkA3s/1BboJ9Z6\nDg/2LJAlCovu7m5z1uLInZycNETV4/Eol8sZ2ug2FrhDSkGqePaDwaC53ECG7u75JtVgLUD3UcRT\nEHs8HlsfpNDHYjFFIhHb96GXELZLR0gJyBhrAeE99CnDt5PJpO3xiPElKZFI2LOKYQG6T3o/gBjK\niYbU6/UadQ7qg3mGxh5qGmQH1IY5t/X19XYtMFqxtiTZecGMWFgFd44kX4lEQi0tLdrfP5oV6ha/\ns6eD6CNmBwVFp0tD7PP5LAqDdcGeBPKJwB13NnE1NB1E2WCWoihnjimGDlgRt8MfFBAqmzBXUGT2\nNrdLE4ScPSUcDquzs9PcjMiJYG1oxJiEAHrvNrARSwFNCyLmOI7VIBg34vH4v0oQ608twBzH+QVJ\n+WKx+I6OssD+qa//oVFEHGx0YJFIxKB9QjDJQWLDIY/E7/drc3PTRkwQrgiVh3YFuzR6j/r6ekWj\nUaOq0un0PTELbr0H0DXBnWiniExg4aMpY0yJJOuQQCgcxzGeHVEtRR8uyGQyaWMpzp07Z1kvOLU4\nkBsaGmxafFlZmRUCPPStra022gfUiesZDAaN2iGcMRQKqVgsKplMGrQNLFtaWnrPDEkeKkTGdPQI\nLyWZu4Vhs9xvdHY4dUBx2PATiYRRcLgg6cZBPdGE8dBBH7o3UR72M2fOSHp/DhnFOgcEXVkqlTJH\nXiAQsOsMncZhyz0i3gE4HEQFV1EmkzFqE3SAwxeKAdHz7u6u2tralMvlTIfG4Qv1yQFZVlamhoYG\ncysC5UNBh8NhJZNJo5NbWlokyTLbWNstLS1mfEH/AYVHURuPxxWNRhWNRq3oQOvm9XrNAcj7w4FJ\nh4zbKJlMqr293TpkSeY8nZubU2VlpbmVjh07ZtQh13R+fl5+v1+tra2mL0Skzf3n3vt8Pp06dcrW\nNUOeA4GAotGoent7reFBn1RaejRCB0cUiAkHMA0fBzXrze3qw6iB+4vZi2hCcSByiPt8PsXjcQuk\n5YCpr69XT0+PFakcsuxNaOok2TXf3t62vD7o8Xg8rvb2djOLeL1eNTY23hMbgasYqqlYLNqBBT0F\nYksDxPWgcKWhoaEl5JRrgiyD8Gg0ojQ9OKPRATc2Nurw8FDRaNQkGPxDMZ1IJNTc3KxwOGyoM4c4\nMUI0CcxohcYOBoNqbm62Qx0KDKMP8gscdeQb4oaVZPQjuiSeL9zo6NZWVlbU3NxsTRU0IJQ29B+a\npZKSo7nFhHmXlJQYGEDzgcuRghwBfTqdtj1Ukp0hBDK7x/FAt1PItbS0WA4jDmTuGf8dfRoAAlQn\nf4v9mNd1N+GcuWhUcTaCNrtHzpEWgEuVpojGFz0sWYNQqVwXd77e4eGhOjo67pHoQLNCdSaTSWsG\nOTPC4bA1zeh4cZR+0F8/yytelPSU4zgjkv4fSR9yHOfrkmYdx4lKkvM/OIoIofj6+rrm5+cVCATu\nSeQmoweInIsBLAwES4YPXzs7Oza7ivEZHIB0+Iji8/m8dagej8dQDw4sYF33HMbJyUkriljUVPYc\nxnTXFItQNpJsAChC/cXFRUvJZ/xMaWmpxsbGbHNC1Iioc2FhQdPT04bULC0tSdI9eShA3RRUZGhh\nn2egMxv74eGhVldXVSi8PwB3YWHBCmU26cPDQ4u/GBkZMRE2JoqqqioLhVxYWDB6iuLl7pox2Bpa\nFXcYuWeIVaFMQKO4biRnMxNNkm0wFIp37twxvRkWZGbvgUR4vV7NzMxYcUduFO8J1IMie3Z2VnNz\nc+bGLC0ttZ+hq2L0EO+J4o2xMm4BfHV1tcbuBgoyzoYuFh0SlE9VVZXNhMQg4m4yiHqgicF1yX3f\n2dkx00c+n7einXFU2Pod5yiYmNFKPFPcN7J2eI/kFEGXz8zMSDqi7ubm5mzAOF0vhopEIqHDw0Ob\nlLC4uKiZmRnNz89b0Uz3OXY3UPnw8GiUFyNN2CsIGr5165aFAoMC7+7uKpfL6datW0ZtI7DGVMAz\nyjxF6f3ohdraWgtY5ufolln3FFPoPVdWVky3RLYRxere3p5RyhT+HLLj4+Py+/2GVC8vL5sZifXL\nvsQEEHcxub6+romJCS0sLNihQeYUIb+k3nu9XgsqBm3ifVDckVvF77N+9/b2jFlgPuMAACAASURB\nVHJz69Q4mCnCQEMoTCTd89ygS6qpqbG5u8wX5dAGAd3Z2dHc3JxmZ2dtVA/Bzu54Imj7/7+9M4uN\n7M7O+/cnWVXcySJZRdbCqiJZJJsUe1V3qzWSJtbEmmgSjJ15mMG8OBv8lAcHAZJ4eTHyEttPiZFX\nJ4Dj2GMEQeIZA4N4HIyhwQCRrRm3lulN7G6yWUUWi0txK+7LzUPV7+hSsuyeqM3uju4BCLFLJOvW\nfz3nO9/5Tk9Pj6FepPUXFha0v19rsL6+vm4VjaTUmK+joyMTI0YwlJQiqWUQQsZM+qiDSF9fn/W8\nXVtbg8B9Ks12eHho95lUQ43v3r1rjsr29ra1u+LZ/LxQxofzFkAA+ROKK8icMIYADM3NzVpaWjLB\nVOecpqenbY03Njbauma9MjbcmcvLy3bO0NYP7TZS51tbW4YY8tye5+n+/fuWxeGOhkPW3t6ulZUV\na/nFOcMeRJIJtDkUCpkUEu2dKBY6PDw0qRiKd5CZADUmcEIcmOI1dA4RlH2S9jhCrL/meV7G87xh\nSd+U9H3P835B0h+r1opI+mQrom8658LOuSH9Na2IXn75ZSsfnZiY0PDwsI6Pa01Mh4aG1NfXZ1wA\neDjwOXBmvvjFL+r4+FgTExOKRCJ6/fXXtb6+buKjly5dMgh+YGBAkqx6ibLn+/fva3JyUq2trTp/\n/rzOnz+vy5cvW5STTCaNKzM5OamBgQFNTEwok8kol8uZhz01NaWxsTFrS0Tl5tDQkAqFgjlxu7u7\nhtrhdTc1NWl8fFylUsnIu++9955GR0eVSqV048YN45xxCQGtp1Ipg16TyaTefPNN/fCHP7T3vXv3\nrpLJpFKplDmDjY2NVglHVeDw8LAODg6M8J9MJq1UH9Ll0dGRSRYAl7e1tenixYt2iLa2tlo0S7Vg\nJpOxFJskDQ0NaWxsTNFoVMlkUsPDw3r99dd1fHysu3fvWrRCq4h0Oq3h4WGNjIxocnJS2WzW5pXn\nC4VCunjxojmzjY2Nev/991UqldTS0qJcLmcE2Wg0qpaWFr366quWNoQvB8EezggpqLa2Nl25ckXx\neFznzp1TX1+fvvCFL6i1tVXj4+NGpKVoYGpqSouLi+aU5XI55fN5QyRffPFFS2Ht7+/r61//umZm\nZnTu3Dl95Stf0djYmKWGu7u7DbGqVquanJw0LhQpRlA5mmK3tbXpJz/5iVWA7e3t6eLFi+as8qz9\n/f0WxXIx+9sYHRwc6IUXXlBfX59effVVTU1NqampyVCmS5cuKR6Pa3Bw0NZxPB43wVRSxaurq3rp\npZfU2Fhri/Lyyy9bUBQOhzUxMaGbN28qHo8rn88rnU4rm81qcHDQqAe7u7sqFAoqFovGl2xra9PU\n1JSl+TY3N9XS0qKrV6+qublZQ0NDOjg4sMrbgYEBS/9MTExYeowzYHd3V7FYTG+//bYFY0NDQ1bx\n2tfXp3w+b47W0NCQoXW0/iJVPDQ0pI2NDW1vb2tqasoI/iA2IOtIiHC2EXh4nmf0AYRh0+m0Ll26\npMnJSUMab9y4YZQJ52ptYebn57W4uKiLFy8qEolY9RtIEGm9VCpljlMqlVJ/f7+Rq5lrWttks1lD\nGOBsgi7u7Oxobm5Ojx49MsoBKE4sFjPUKpFI6MUXX1Qul9PExIQ5SYeHh0okEoZCTE5OqqenR1NT\nU4aMp1Ip43+1tbUpm80qkUjotddes6B3dHTUaAiZTEaxWEy5XM4c/5mZGUtb7e3tKZfLGerb2tpq\nfM+rV69a+jCXy9l4EVCNjIxYtWRzc7OdL7FYTKlUynThenp6lM/nrXiKIpSenh5dv37d7ozm5maN\njY2ps7NTX/rSlwwdjkajmpyc1BtvvGFoOanIfD5vWmuDg4O6ceOGcVkJpBBJ7enp0bVr1zQxMaHr\n16/bOQDfkBTj5cuXLWXX29urYrGoF154wc7AXL2dXyQSsUwHmZPx8XFz3CSZw8bz0CKPlm0XLlyw\neSfI7e/vN3pGIpHQ5cuXTTaJNOzY2Ji++tWvamNjQ3Nzc0okEkqlUjp//rzRUb72ta9pf3/f7o4b\nN26YU4q8RVNTkxYWFgyBBp2OxWLKZrPa399XIpGwc+JJ22fB1H5T0hvOuXuS/m793/I877ZqLYpu\nS/qupH/ufQrTH9iZ/z0/P2+aJnBUUGkGfpVkCsRwmIjEDw8PtbS0pK6uLlUqFe3u7lqTZcp1Se1Q\nutrQUOvNSBl5pVLR1taWNeHEA5Z0qtpubW3NRBtRQN7Y2NCjR4+MfEi7CFSNQRBoL4TwI0gFLRNG\nR0clSRcuXLCFvL6+bnC1JKtOJJpj0TU0NKhYLGp4eNj6iUUiESPy+kvuOUgoaoAPQX6fKJWSZMYS\nTkGhUNDo6KiNBU2PaQdDOxxQKyIlEC0EdtkU9O/EOapWq+Y4kNenuTTzxc9CgOb9qcgaHh62z0YE\n4xfSpPF3S0uLlpeXVa1WLU2HE9fY2GjIIoRj1hrpO6Ql4CnSispP3AfpOTo6Um9vr8rlsmmNZbNZ\n3b1718rSFxYWTJeHVidA4olEQnNzc/ZveFYgZUTUBA9E/6A029vbloYuFApWoADKSmRONRxrGIQJ\npw8khgb3pGnRs0Ktv6mpybh56+vr2tnZMXI07ZYoTAEh3d3dNY4jmn/d3d3W43BsbEzhcNiqWP2o\n4uDgoNra2mx+SOeQvmJdsY9BNtBuotsBDu/e3p4piMNvgY9ZLBYNpYJzc3RUa85NL0IQZvYTRUCR\nSMRa7eC8kZrxi5mCynIOtba2WnspCMOFQsHWt58Qz96g2nppacn2KqiAP31eLpcN/fZ3t4BjCjIC\n543AFGTCXwVND0vOYSrOGUsQLFq2UQFNi6FisXgqEwKPDw4ThS6hUEiFQkGRSERLS0uanZ215y2V\nSkY/ASlOpVKWou/r69Pq6qoRvHGQOaP39/e1srJivELShz09PVpYWLDMDFmI/f19O7NICzN3cCWh\n14DMLS4u2pqbnp42ZxmKCul+9OvIkCC5AI8Y6SQ6bCCzAFWHbMvm5qZWV1dNSiQej1sqmqwSa4Qi\nDCSQ6LlISnd1ddX419zVoJ6Mo7/FHnNJcMHZyj6FdsJ4UCgD+sX+IgvU29trhU+cQ5xZKysrymQy\n2t/fV6VSsYwJvLOtrS3jJeKwkznwPM/uTH/B3ZO2v7EZt988z3tL0lv17yuSfvZTfu43JP3G3/T3\nCoWC8UI2NzeNtAxKxH+BR7nMkTbY2dnR7ds1ZYzZ2VkdHh7q9u3bpw6NcrmscrlscCfQL/wACOAz\nMzNaW1uzyWZBn5zUmtcC+d+7d89gfpwHDodCoWBd6EkP4QiitUN5LocWiy4cDqtcLptDtLy8rFQq\npbt371qahXQhB3ahULBDRqpdoGyUoaEh3bx50y7a2dlZ40AdHR0Z/MzfDIVCWlhYUFNTkzlJ4XDY\nIHhJp3he29vbamxsVKFQ0OHhoe7cuWMpo/X1dTsEcTw42OH6lUolRSIRc6Yh4e7u7iqbzVrDXhxc\n0hekuUB16CvI3y4UCuawgTQuLi5qe3tbCwsL5uBAVJ+enrYKSNI0vK+/9QmN0lknXIzT09OmOg1q\nR69B0FwuOSoXw+Faiw0iLy7C27dvKxQKqVgsamtrS4uLiwarQ3D2F2GwxoD3S6WSVShWKhVLo8O5\naWxstEsNhx/ZArTM2HN37tyxiqqWlhYtLS2pUqlYPzmc8Y6ODj18+FCS7HInbUvQQ5ru6OhIc3Nz\nOj4+No0h1j0O9vj4uObn59XQ0KDNzU1NT09LqlEGSqWSOSVbW1tGKicVCVejpaVF5XLZHCe4Oltb\nW1pbW7O1XyqVbH0WCgXTluKZJiYm7HLgIqGRLwT6UCik+fl5uwx5Twjx/spqWqMgp1OpVNTe3m5B\nFJ9lZGTERI6pvCYYPTo60vz8vDmynHWcPaFQyII0mq3fuXNHlUpFmUxG1Wr1VJqI5ycoIjBhzihi\nYczZqziDpL3g/EDGJoje2trS+vq62tvbdfv2bW1ublrqSJI5P9wD3AVUYG9sbFgLHVKNcIFIo1Wr\n1VNtrSRZGyH/+b25uWnPub6+blQMAvuVlRXj9nL+wHUlFU8xFcUu6LBR4MHZgIMLR5J7AI1F+MoE\nPFQXrq6uqr293Rq+l8tle15oFQgAI4YKB6pUKllV5ebmponqQrWgPyfODXQbAiz+No2pCUhisZgF\nvJxv7E/nnAVwpC8J4EiJMyfQjUjhnpyc6OHDh7bHOM8KhYLty4WFBUsJcp4cHh5qfn5eP/7xj83x\nX1xctN8hKH333XeNquCc08zMjI6Pj23O6D2J0gEcukqlYk4YFZ2lUsmcyCdpT7UVEV4yBxl5eyYa\nbgTtXfzl/5S2QuakaguSI4sL5Az+DhcY4nWSLJ0HMRy+Dc/C5QV5kUvF33aB0l54WvDPeI+dnR2L\n7MhTk5PHqeHfECzh40Di5fBmcXd1dRmRlef3l/4S9YEA+A8+uAQImLJJqDwhTw4fAjkNfo5SawoI\n0LbCYSGVBSkZpBMHBz0rLjJIyowdlTOMCdVi6ERxgFAhRsQOMRUYnuflb8JnY46JYFkXoAFwMuAx\n+Kt6QqGQXUL8TdaBv4SfNYmDyM/6ZU4k2ZhB0qZiKxSqtcph7bMOqT7z/w1/IQSfhf0DZ4S5B5XC\nGWZ9QPinmgxdJUivoDb+PULRA04i+9Y/Lsw16wckIhKJmOPEZyey5+9DhiUo8qNqkOJ5JgSbJZ0i\n3TLmRNT+sWFcILDD+wEt5pzwfwb+rn8s4TMSfYNG4XhKOjUGnF0gp8wTaB5nGdIQzDUBE+uQ8ZZk\nZx5nK/uLikf2P2cnY85YMUasc7IM/vXHWPI6+5b/QoTmGdlLIKqMO2cnz8gZ7ucy8p78bQLF5uZm\n25MUcPFsx8fHNmbML8/h32uMJWRv/1ntR3JAr/hcnBGcG6w9zkjmAD4xf48zF91D9gf7nmfmrOPs\n9leocmb7OVLod/kzO6xRAmJ/EQNjCWIFh5Pf5exnTRM8IF/hP1fhn/J3d3d3LbPCGmNdck7w3nwG\neMXcaewB/j/nqH+8WF/+9/Un2SKRj1qPoZHG83I+c2cw/3xmf0Un88E9xN56kvZUHTAmiE1GBYMk\nW7xULVBdQdkx+Xz/IuHSR8cI54XNz2HEJSXJqmioCoLIyQHAJHFBsWj8RHUOXSoVnXPGo2Izsuko\n5eaCRfyR6g54AiwQDjDSjAghgnT4S/0jkcgpBwuHsbOz0zx+nA8WPQRTKskQ++QZIAczF0SVLGKK\nDqg8orqI90fWg4sXuQ7GGFQTcirkR96f8QH14UDyHxT8LD3MqE7lGdrb223sSfFwoB8fH6u3t9fm\nl43GOkEvp6mpySRMuPjgBHCI4YTzbHxx0UDilmSVsyjWk45GzweHA54gUiroHPmrUXl2/wVJKohK\nUcZSkjlaHGx+TiVzgNOBI84+xeGjipCxY04jkcgpqQ8+F+9LMEEqgjHkLGDtsK84/HD+qEpmrhlX\nKvX4nH4nWNKpoIDDm/cYGBiwyxr+H2cMFVMEFwQG/G0kUeBMkVahhL+rq8sETyVZVSxjgDROU1OT\nBSk4IVT78jmRWyEN43f4tre3bU7h5fgd1JaWWu9bCovY25wt/v3EeFNghCwF88KeozKSoIFnp+m3\n/7JlHJlvv7NIJbFUQ65wBjm/uHBZo6SR2Ff+9Fd3d7d6enrU3PxRX0ZJNmdUsnPGSbLAjR6qVG42\nNNRkFhBQ5TKHcM+ZxZpm3+LgMZ6c1Th/pI0JBOCjsT+QV0GOgzHCyae6kPXEmYRDxfg3NzcbPwx5\nJ+aaM4jKVu5gggfGgD3MWOCQ4ADz+ZhD55wV81A8h4zT3t6eOeHM6d7env3dcDh8aj/g5OJccmYj\n48E9DncVR9XPk4ZzLMkyIux3gnfOzo2NDQMSJBkChmQN8jpP0h4LU3POzUrakHQi6dDzvOvuM7Yi\nkmScKKINSMR+rozneert7TV+CogCyA2bCZ4VHdKJYDc3N7W2tma929iwpCaojFhbWzNYHRQLlIEK\nPkm2cVjwOD5UBx4cHGhhYcGUw0l1sUn94nm0MfIfrHCL4HiUy2WD3onCONyAnEnJgsDgzOEU+ZEd\n4Gccg4ODA4vSEUUEpYLLwsEgyeaHMZqdnVVnZ6dxYYCtt7e31d/fb4cVaQ/ECnd3d22zrK+vy7ma\nSOje3p5x8pqbm+3/kQrFaaF6h0oWihlIk8RiMd25c8fSDKBvjAu6WaQcaHHFIQbCx4XAe0gydCMS\niahSqdj648Ld2NiwtAQXLcR7EAgOIA4I5Ar29vYshU0FKekh0gBU1HGBcrBToILOHY4x89va2moc\nNyo8k8mk8cuYY7hOCBi3t7cbf4IUIKkbUtbsIap0SS0jUAwJvlKp2JrY2NhQNBrV/Py8pcP29/dV\nLpc1MDBg4xWPx22v+EWLZ2dn1dvbayhFd3e3CV2SYopEIpaSpjchUhqkd/ycm0gkomw2a1WcRMzQ\nDNLptFXMEr2Xy2Ulk0lL3SMngoimnx8ZjUaN/4J0w+bmpiSZEK4kQ0Xgm/GaX9+JNBFOM+fDzs6O\nFhYW7GJ7+PChFTHgvPF5QqGQiX4SJJGGbm5utlQ2aJzfAefyReuOy//4+FjLy8tGR4BvQ5oLfmYo\nFNL6+rplQei7yv7DOcFZw0lnLVG5ChrKOLE+eU64kvASi8Wive/Kyor9fqVSUbVaVSwWsywFFzlp\nbfhD7BdS85yJoDiMN7IbOLpQbUBCCdBpH9ba2qpisWjBI+k9pBs8z7N7i4wRSBxnGynIeDxuHLGu\nri5rGYViAM8E6r24uGhEfCqnq9Wq+vv7bV319fVZWhix0mKxaIFzqVQyNQO/c8zdgKIA55dfa487\nvVKpmFMHtYP7DYHXSqViYqqkrxkHxr9YLGpzc9PSt6Cci4uLViXN71BFyf0Pn5ogjQKZJ22Pi4Cd\nSPoZz/Mue553vf7aZ25FxCXoj/rT6bTB7USltAUaHR21iqCBgQHj93Ah0SMPUcJEImGLhLYwtLNB\nQLWjo0OTk5PGK4JbQ56dlijd3d3WJJuIiPQhEQlETqok0TKSpGw2K+dq1UfJZPIUokcVZbVaVT6f\nV19fnwYGBjQ1NWVjValUlM/nrX0GFTlUmDnnTOepVCrp8uXLOj4+ViqV0rVr1yzV1N3drb6+PtPk\nyWaz6u7u1gsvvCBJJiLJRU5kQTTuJ2p6nqeRkRG75KLRqOLxuHp7e5VOp62n28jIiKFSsVhM8Xjc\nxo6KSbgniURCV65csRYb/siQCB+HJBQKmX5LW1ubMpmMDg5qHRUWFxetkor3Bw0aHh62NEK1WlUu\nl7P34oKhsou5p+Qch5pDgxJtUpWI7xJNJxIJhcNhawgOYkhPNtC1fD6vQqGg8+fPn5JIoOUSmz+R\nSGh0dNScZ/Ts0P7q6enR4OCgWltblc1mdfHiRbW3tyufz1uFIKKH6XTaUFHQg5aWFpNJiUajp1KT\n8O74nG1tbUomk4ZcNzY2amhoyFr9gD4yx7m6mDCkXyQ40GTb29vTlStXzGEjwkaxGqHF0dFRXb16\n1T4DKCpReyaTsWcnePO38wIRQkommUwasjYwMGA9CWkt40/DpVIpQ0dATRACpQoUjT1EfjOZjFWu\ngQCDFE9NTVnLGqJt0KfOzk6l02mbA4SEC4XCKT2t3t5ezc/PW4CDSHQ+n9fg4KBVUI6PjxvqARIE\ngkrxBsg7gsfHxzU1eLSk/M8CGT4SiZg24eDgoMbGxtTU1GTjw/4NhUKGtuJQ48T19/dbK6qOjg6T\nBeB7Pyp2fHyskZERQy4IgMhmcM7mcjlDPMlwxGIxXbx40QjxQ0NDFgRzt3CmUVxEv0f2GlphcHv5\njB8v1mpr+6jdHY5NKlXTJCdFSm9c9h3rZXFx0Rpxw9Utl8vq6+uz4hqyF6BUu7u7xvVj/+Xqlf60\nz4OfWqlUrKVQNptVS0uLVXavrKxocnLS5gZdMr/8E+vYq2t14cRytiWTSWtRlkgkFI/H7TwASQbF\n5j7o6OiwakqcRpwr0vfMLQVRVD6C5OE0DwwMmH4gjtT8/LwSiYTOnz9vaFksFtPQ0JA5jWRc8EG4\nxzs6OjQ+Pv6Y7tLj2+O2IpqRdNXzvFXfa5+5FRFlykSo8XjcyPdcaMCAIAwQpIH68/m8isWiecJs\n4s3NTavsKJfLlhbwa3lwidJTEC8XiJ4IFZQMJ5F8Mh496FgikTDBNpStGV9EGUHVgIJ3d3fNqYLM\nSqm0v8Eul5afyO+vkIvFYtb0NxqNKpPJ6K233lJ3d7fGx8etNQ0tNlBNpiommUyqUCgom81qdnZW\nR0dHSiaTWlxctMs/HA5rdXXVnCEute3tbXV1dVlzV1JjXIhoBxEJUioP8sQFQK+8c+fO6Uc/+tGp\n8mX0jhCwjcVihtJIMieAyP7111/XD37wA12/fl23b9+29QE6SIslnAt/NAQSmc1m7cAC/QFJZYOC\nhlKZxN8Hsezq6tLc3JylHgksjo+PrasCjnFLS4sVplAYQiTMWnOuVoVFE28QiL6+PkM92tvbTduH\nNltcpFQLguB2dXVZxMc4k+IG2RoeHtatW7dsLhoaGk5VPYK+7O7uamho6JQmkSQLfkgpgmRzwVNN\n2dzcrHPnzumDDz5QKpVSsVg0BA7yP1IJVDW1trbaHIFAj46OamZmxigDICijo6NaWVnRwsKCpbCI\nekmVbW9va2RkRHNzc7p27ZreeecdS9Vubm6a4wxXhPQf2k4nJyfmbLD2WVd+PbmGho/U9MvlsvGw\ndnZ2NDIyopmZGUkyxxS0f2try7TFOAePj2vVvjRBDodrbXM4E7joc7mctfeBK0WaD6QNKoU/zU3K\nyv//SaUROMJFAgEj4AN1wvEFmSLdT5Uj9Ac05DKZjJHcw+GwIR+SLHgmSOb30PTiPXFMILaDPFIY\nAy+UMaYjBeglqNLh4aGSyaQePHhgYruIhzY21rTFCB5x2iDgc+Yhgk1VLIg4aWKKoHAuOjs7rdDC\n82rCq+Pj47p165YVfECrIQWMxBBjTMNtgrH79+9bN4fe3l5DtTOZjCGBW1tbOn/+vGUpNjY2lEql\ntLOzYx04VlZWrHm2n8cG4gVizGuctVQmX7p0yYo7GGvmmM9DEEaaFz4mCKpzzmR6QqGQSqXSqWc4\nPq5JU1WrVZMh6u7utnOa6kYCyVKppGQyaWuIdPfg4KDm5+ftc9YL+s68FZEn6U+dc+84536x/tpn\nbkWUSCQM/UGVF8cKXStSBcCTSAZINe7N8PCw/a2Tk5qaL7ywSCRiCBaK+RwqCEJ2dnaawByXVywW\nswbF5P6BItHSIhqntQxq3kSVeO1EZVRRIPbmby8CehaNRg2m50BBSwktJBYi6ADIHeNHBPfo0SNr\npDo3N6doNGqRPzluUl5HR0fWv5AIFE4D0SsHLUgJHBpJ1nwXnpskQ+eIFFOp1CmuCi0tGhpqGlsg\nnIiiArfDnenv7ze0BA010C9e4xBkfkmFcCDQ9gZuVGNjoynRNzQ0mEYRnwN4fmdnxw4QtKTg0OTq\nivcgZVtbW4Zu0IqJyjT0ZXDOgPaZx5GREXNMadDrJyJHo1FLdeCAo4NVrVbt0CKSo5qPQwkkSZKh\nCQjEdnd3G3cIZ6izs1M9PT0mOtvW1qZ0Om29ThkDv3YTFxlpK1TVcRgSiYRF0+hlcTlTydnb22vv\n72+51NPTYxVJpCYlWcTrpyu0t7fb3NIiiZJ8f7NeOFmgeeFw2AIxJGVo1UQvv+bmZvX19dnl6W9G\njlwGqTOcDhxnECB+Hv4RBQB+Ijh/jz2IAwriCTrH/jo5ObHzg73GeiRIgJDM2dPY2GgoFk4j6Bbr\nhfQ3XTvC4bChaOwVyMwItOLUcdagxE+aPpfLmSYUVeXwikCnaSsEnYOKbsYX1Kijo0PxeFzhcNjO\nOc5Hno0551w7ODiw9DwpeZxCdCdpZQVaytkGl5I7CGeeOwc+oh9EAOlmzfA9zc8pNOF9stmsOZ+s\nzVwup52dHQ0MDBilAG4kf5PUPfQG55w5UpJOacqRhYCaAZWBYBEeJfQLHHHWBoEG8yDV+mH6+Zv+\nYiKcbAIWgnjuYtL9ZGgODmp9TxOJhGmHRaNR2/sTExM6ODgwfltnZ6ep2Es1GaeTkxOrBEdg+eTk\nIykTgjDGkfmF38gYkiJ+0va4CFjC87yScy4m6XuSfknStz3P6/H9zKrneb3Ouf8o6f94nvcH9dd/\nR9J3Pc/7Hx/7m943vvENq6rwV7nhUYMg+TcTyAO54ldeeUV37twxyPjChQuamZmx9FZvb69mZmbk\neTVBQw4JmmH7q7uopsABQYqAVAULBaFUOGA8I4eOvypjeXnZkDHnnEkG8H5A2ygYsxn85PHl5WWT\nZpBq5f4gcn5iJVEvrWr83Afs6OhIhULBStSJmDkEOzs7T3FqiNLYiMDPt27d0oULFyzHz6Z0zlnv\nThwkIrKdnR2T2eDg3tjYsHEbHBw0LaylpSU55yxCghQPesghC2eNkmtKqrPZrD788ENrhbS6umrR\nOdU8iKCur69rZWXF2vYUi0U7NBjz9vZ2pdNpk3Dgkuvq6jL5jkgkYq2w4JTBc+Sg6ujo0OLiopGl\n/Y2sX3rpJZMdyefz1mzYrwhOdA1Rlc/c1NRkSBBcQy435rZardqBRyPrdDpth/PExIQ+/PBD+11a\n2MDtqlarymazJuPBvuEiJ7okBUz6Bz4PoozwiiC13r9/31I9HNzRaNSi8p6eHj148MDS9evr6/Y5\n/KlsomecVhpB4+iwL0gze55nyAFoGp0C0MZbX19XJpPR0tKSOUfIKpycnBjPBp4iaTbOC7S36OvJ\nPEFuT6VSp/pfov1GejuTyZg8Boja3Nycrl69aiX9nudpcnJS9+7d097ennHmkEDo6emxziCgoKA9\n/qIHSXYGs5YJgHkmED5/ShBEgn+DQMEjCoVC5kzBk8KJAm3m9xkXCOGg99qWSwAABfJJREFU0zQ8\nB6mj0pbnZS+RLlteXrZnJgPCGkEpnrQgxOt0Om3I495erTcsQrmNjY3G0+QcZe3v7dW6TFDExTyB\nInOBc5Y+ePDAegZzfkN9yWazWl5e1sDAgB48eGBzkUql1N3drXfffVfpdNq09kBtuR8ZMzjRrCky\nKB0dHVpfX1c0GtWDBw8MjYNri5Mt1WQjcABZt7RQW15etrNGknEE+VkkRXByyM5w38BTjUajFngA\nhFDgtLS0dEppgIIwaBT5fF4ffPCBjSHnAIjka6+9pvfff9/uvng8fqqHsiTTZwNtx8kCTRsYGFCh\nULD79lvf+tYTRcAeywE79QvO/bqkqqRfVI0XRgryzzzPm/grUpD/S9Kv/1UpyCfyCQILLLDAAgss\nsMDOwM7UAXPOtUpq8Dyv6pxrUw0B+7eqqd9XPM/7LefcL0uKep73K3US/u9Lekm11OOfShr1flpP\nL7DAAgsssMACC+z/U3scGYp+Sf+zjlg1Sfp9z/O+55z7kaT/5pz7Z5IeqVb5KM/zbjvnaEV0qL+m\nFVFggQUWWGCBBRbY59F+6hRkYIEFFlhggQUWWGCfzZ6KEr5z7k3n3F3n3If19GVgT9mcc//JOVd2\nzr3vey3qnPuec+6ec+5PnHNdvv/3q865aefcHefcl32vX3HOvV+f2/9w1p/j82rOubRz7vvOuVvO\nuQ+cc79Ufz2Yw2fcnHMR59yfO+du1ufv39VfD+buOTHnXINz7i+dc9+p/zuYu+fEnHOzzrn36vvv\nL+qvnc38oeFzVl+qOX33VVPQD0l6V9K5s36O4OsT8/KqpEuS3ve99luS/k39+1+W9Jv17ycl3VQt\nJZ2rzydo6p9Lulb//ruS/t7T/myfhy9JA5Iu1b9vl3RP0rlgDp+PL0mt9f82Snpb0ivB3D0/X5L+\npaT/Kuk79X8Hc/ecfEl6qBqH3f/amczf00DArkua9jzvked5h5L+UNLPP4XnCMxnnuf9UNLax17+\neUm/W//+dyX9w/r3PyfpDz3PO/I8b1bStKTr9WrYDs/z3qn/3H/x/U5gf4vmed6i53nv1r+vSroj\nKa1gDp8L8zyPpnUR1YLUNQVz91yYcy4t6e9L+h3fy8HcPT/m9Mls4JnM39NwwD4u1FrUpwi1BvbU\nLe79dGK7KdXmEwvm9imYcy6nGpr5tn56weRgDp+C1VNYNyUtqtZV5LaCuXte7N9L+teqCZZjwdw9\nP/YkhOb/n+bvsZpxBxZY3YKKjWfcnHPtkv67pH/h1aRjPj5nwRw+g+Z53omky865Tkl/4pz7GX1y\nroK5e8bMOfcPJJU9z3u3PmefZsHcPbv2iucTmnfO3dMZ7b2ngYDNS8r4/p2uvxbYs2dl51y/JNUh\n1qX66/OSBn0/xxx+2uuBnYE555pUc75+z/O8b9dfDubwOTLP8zZV449cVTB3z4O9IunnnHMPJX1L\n0pecc78naTGYu+fDPM8r1f+7LOmPVKNJncneexoO2DuS8s65rHMuLOmbkr7zFJ4jsE+aq39h35H0\nT+rf/2NJ3/a9/k3nXNg5NyQpL+kv6lDthnPuunPOSfpHvt8J7G/f/rOk257n/bbvtWAOn3FzzvVR\nZeWca5H0hmpE32DunnHzPO/XPM/LeJ43rNpd9n3P835B0h8rmLtn3pxzrfWsgVxNaP7Lkj7QWe29\np1R18KZqVVrTkn7laVdBBF+eJP2BpAVJ+5LmJP1TSVFJ/7s+V9+T1O37+V9VrQLkjqQv+15/sb6A\npyX99tP+XJ+XL9Ui8WPVqopvSvrL+j7rCebw2f6SdL4+XzclvSfpX9VfD+buOfqS9Hf0URVkMHfP\nwZekId+Z+QH+yFnNXyDEGlhggQUWWGCBBXbG9lSEWAMLLLDAAgsssMA+zxY4YIEFFlhggQUWWGBn\nbIEDFlhggQUWWGCBBXbGFjhggQUWWGCBBRZYYGdsgQMWWGCBBRZYYIEFdsYWOGCBBRZYYIEFFlhg\nZ2yBAxZYYIEFFlhggQV2xhY4YIEFFlhggQUWWGBnbP8XXLOS8kvziNUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f47f4c89310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can visualize the distance matrix: each row is a single test example and\n",
    "# its distances to training examples\n",
    "plt.imshow(dists, interpolation='none')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Inline Question #1:** Notice the structured patterns in the distance matrix, where some rows or columns are visible brighter. (Note that with the default color scheme black indicates low distances while white indicates high distances.)\n",
    "\n",
    "- What in the data is the cause behind the distinctly bright rows?\n",
    "- What causes the columns?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Your Answer**: *fill this in.*\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 137 / 500 correct => accuracy: 0.274000\n"
     ]
    }
   ],
   "source": [
    "# Now implement the function predict_labels and run the code below:\n",
    "# We use k = 1 (which is Nearest Neighbor).\n",
    "y_test_pred = classifier.predict_labels(dists, k=1)\n",
    "\n",
    "# Compute and print the fraction of correctly predicted examples\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print 'Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You should expect to see approximately `27%` accuracy. Now lets try out a larger `k`, say `k = 5`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 139 / 500 correct => accuracy: 0.278000\n"
     ]
    }
   ],
   "source": [
    "y_test_pred = classifier.predict_labels(dists, k=5)\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print 'Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You should expect to see a slightly better performance than with `k = 1`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference was: 0.000000\n",
      "Good! The distance matrices are the same\n"
     ]
    }
   ],
   "source": [
    "# Now lets speed up distance matrix computation by using partial vectorization\n",
    "# with one loop. Implement the function compute_distances_one_loop and run the\n",
    "# code below:\n",
    "dists_one = classifier.compute_distances_one_loop(X_test)\n",
    "\n",
    "# To ensure that our vectorized implementation is correct, we make sure that it\n",
    "# agrees with the naive implementation. There are many ways to decide whether\n",
    "# two matrices are similar; one of the simplest is the Frobenius norm. In case\n",
    "# you haven't seen it before, the Frobenius norm of two matrices is the square\n",
    "# root of the squared sum of differences of all elements; in other words, reshape\n",
    "# the matrices into vectors and compute the Euclidean distance between them.\n",
    "difference = np.linalg.norm(dists - dists_one, ord='fro')\n",
    "print 'Difference was: %f' % (difference, )\n",
    "if difference < 0.001:\n",
    "  print 'Good! The distance matrices are the same'\n",
    "else:\n",
    "  print 'Uh-oh! The distance matrices are different'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference was: 0.000000\n",
      "Good! The distance matrices are the same\n"
     ]
    }
   ],
   "source": [
    "# Now implement the fully vectorized version inside compute_distances_no_loops\n",
    "# and run the code\n",
    "dists_two = classifier.compute_distances_no_loops(X_test)\n",
    "\n",
    "# check that the distance matrix agrees with the one we computed before:\n",
    "difference = np.linalg.norm(dists - dists_two, ord='fro')\n",
    "print 'Difference was: %f' % (difference, )\n",
    "if difference < 0.001:\n",
    "  print 'Good! The distance matrices are the same'\n",
    "else:\n",
    "  print 'Uh-oh! The distance matrices are different'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Two loop version took 33.444102 seconds\n",
      "One loop version took 64.961262 seconds\n",
      "No loop version took 0.961820 seconds\n"
     ]
    }
   ],
   "source": [
    "# Let's compare how fast the implementations are\n",
    "def time_function(f, *args):\n",
    "  \"\"\"\n",
    "  Call a function f with args and return the time (in seconds) that it took to execute.\n",
    "  \"\"\"\n",
    "  import time\n",
    "  tic = time.time()\n",
    "  f(*args)\n",
    "  toc = time.time()\n",
    "  return toc - tic\n",
    "\n",
    "two_loop_time = time_function(classifier.compute_distances_two_loops, X_test)\n",
    "print 'Two loop version took %f seconds' % two_loop_time\n",
    "\n",
    "one_loop_time = time_function(classifier.compute_distances_one_loop, X_test)\n",
    "print 'One loop version took %f seconds' % one_loop_time\n",
    "\n",
    "no_loop_time = time_function(classifier.compute_distances_no_loops, X_test)\n",
    "print 'No loop version took %f seconds' % no_loop_time\n",
    "\n",
    "# you should see significantly faster performance with the fully vectorized implementation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cross-validation\n",
    "\n",
    "We have implemented the k-Nearest Neighbor classifier but we set the value k = 5 arbitrarily. We will now determine the best value of this hyperparameter with cross-validation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "3\n",
      "5\n",
      "8\n",
      "10\n",
      "12\n",
      "15\n",
      "20\n",
      "50\n",
      "100\n",
      "k = 1, accuracy = 0.263000\n",
      "k = 1, accuracy = 0.257000\n",
      "k = 1, accuracy = 0.264000\n",
      "k = 1, accuracy = 0.278000\n",
      "k = 1, accuracy = 0.266000\n",
      "k = 3, accuracy = 0.239000\n",
      "k = 3, accuracy = 0.249000\n",
      "k = 3, accuracy = 0.240000\n",
      "k = 3, accuracy = 0.266000\n",
      "k = 3, accuracy = 0.254000\n",
      "k = 5, accuracy = 0.248000\n",
      "k = 5, accuracy = 0.266000\n",
      "k = 5, accuracy = 0.280000\n",
      "k = 5, accuracy = 0.292000\n",
      "k = 5, accuracy = 0.280000\n",
      "k = 8, accuracy = 0.262000\n",
      "k = 8, accuracy = 0.282000\n",
      "k = 8, accuracy = 0.273000\n",
      "k = 8, accuracy = 0.290000\n",
      "k = 8, accuracy = 0.273000\n",
      "k = 10, accuracy = 0.265000\n",
      "k = 10, accuracy = 0.296000\n",
      "k = 10, accuracy = 0.276000\n",
      "k = 10, accuracy = 0.284000\n",
      "k = 10, accuracy = 0.280000\n",
      "k = 12, accuracy = 0.260000\n",
      "k = 12, accuracy = 0.295000\n",
      "k = 12, accuracy = 0.279000\n",
      "k = 12, accuracy = 0.283000\n",
      "k = 12, accuracy = 0.280000\n",
      "k = 15, accuracy = 0.252000\n",
      "k = 15, accuracy = 0.289000\n",
      "k = 15, accuracy = 0.278000\n",
      "k = 15, accuracy = 0.282000\n",
      "k = 15, accuracy = 0.274000\n",
      "k = 20, accuracy = 0.270000\n",
      "k = 20, accuracy = 0.279000\n",
      "k = 20, accuracy = 0.279000\n",
      "k = 20, accuracy = 0.282000\n",
      "k = 20, accuracy = 0.285000\n",
      "k = 50, accuracy = 0.271000\n",
      "k = 50, accuracy = 0.288000\n",
      "k = 50, accuracy = 0.278000\n",
      "k = 50, accuracy = 0.269000\n",
      "k = 50, accuracy = 0.266000\n",
      "k = 100, accuracy = 0.256000\n",
      "k = 100, accuracy = 0.270000\n",
      "k = 100, accuracy = 0.263000\n",
      "k = 100, accuracy = 0.256000\n",
      "k = 100, accuracy = 0.263000\n"
     ]
    }
   ],
   "source": [
    "num_folds = 5\n",
    "k_choices = [1, 3, 5, 8, 10, 12, 15, 20, 50, 100]\n",
    "\n",
    "X_train_folds = []\n",
    "y_train_folds = []\n",
    "################################################################################\n",
    "# TODO:                                                                        #\n",
    "# Split up the training data into folds. After splitting, X_train_folds and    #\n",
    "# y_train_folds should each be lists of length num_folds, where                #\n",
    "# y_train_folds[i] is the label vector for the points in X_train_folds[i].     #\n",
    "# Hint: Look up the numpy array_split function.                                #\n",
    "################################################################################\n",
    "pass\n",
    "# split self.X_train to 5 folds\n",
    "avg_size = int(X_train.shape[0] / num_folds) # will abandon the rest if not divided evenly.\n",
    "for i in range(num_folds):\n",
    "    X_train_folds.append(X_train[i * avg_size : (i+1) * avg_size])\n",
    "    y_train_folds.append(y_train[i * avg_size : (i+1) * avg_size])\n",
    "################################################################################\n",
    "#                                 END OF YOUR CODE                             #\n",
    "################################################################################\n",
    "\n",
    "# A dictionary holding the accuracies for different values of k that we find\n",
    "# when running cross-validation. After running cross-validation,\n",
    "# k_to_accuracies[k] should be a list of length num_folds giving the different\n",
    "# accuracy values that we found when using that value of k.\n",
    "k_to_accuracies = {}\n",
    "\n",
    "\n",
    "################################################################################\n",
    "# TODO:                                                                        #\n",
    "# Perform k-fold cross validation to find the best value of k. For each        #\n",
    "# possible value of k, run the k-nearest-neighbor algorithm num_folds times,   #\n",
    "# where in each case you use all but one of the folds as training data and the #\n",
    "# last fold as a validation set. Store the accuracies for all fold and all     #\n",
    "# values of k in the k_to_accuracies dictionary.                               #\n",
    "################################################################################\n",
    "pass\n",
    "for k in k_choices:\n",
    "    accuracies = []\n",
    "    print k\n",
    "    for i in range(num_folds):\n",
    "        X_train_cv = np.vstack(X_train_folds[0:i] + X_train_folds[i+1:])\n",
    "        y_train_cv = np.hstack(y_train_folds[0:i] + y_train_folds[i+1:])\n",
    "        X_valid_cv = X_train_folds[i]\n",
    "        y_valid_cv = y_train_folds[i]\n",
    "        \n",
    "        classifier.train(X_train_cv, y_train_cv)\n",
    "        dists = classifier.compute_distances_no_loops(X_valid_cv)\n",
    "        accuracy = float(np.sum(classifier.predict_labels(dists, k) == y_valid_cv)) / y_valid_cv.shape[0]\n",
    "        accuracies.append(accuracy)\n",
    "    k_to_accuracies[k] = accuracies\n",
    "################################################################################\n",
    "#                                 END OF YOUR CODE                             #\n",
    "################################################################################\n",
    "\n",
    "# Print out the computed accuracies\n",
    "for k in sorted(k_to_accuracies):\n",
    "    for accuracy in k_to_accuracies[k]:\n",
    "        print 'k = %d, accuracy = %f' % (k, accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAm8AAAH4CAYAAAAcvQruAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrm4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f47edf29fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the raw observations\n",
    "for k in k_choices:\n",
    "  accuracies = k_to_accuracies[k]\n",
    "  plt.scatter([k] * len(accuracies), accuracies)\n",
    "\n",
    "# plot the trend line with error bars that correspond to standard deviation\n",
    "accuracies_mean = np.array([np.mean(v) for k,v in sorted(k_to_accuracies.items())])\n",
    "accuracies_std = np.array([np.std(v) for k,v in sorted(k_to_accuracies.items())])\n",
    "plt.errorbar(k_choices, accuracies_mean, yerr=accuracies_std)\n",
    "plt.title('Cross-validation on k')\n",
    "plt.xlabel('k')\n",
    "plt.ylabel('Cross-validation accuracy')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 141 / 500 correct => accuracy: 0.282000\n"
     ]
    }
   ],
   "source": [
    "# Based on the cross-validation results above, choose the best value for k,   \n",
    "# retrain the classifier using all the training data, and test it on the test\n",
    "# data. You should be able to get above 28% accuracy on the test data.\n",
    "best_k = 10\n",
    "\n",
    "classifier = KNearestNeighbor()\n",
    "classifier.train(X_train, y_train)\n",
    "y_test_pred = classifier.predict(X_test, k=best_k)\n",
    "\n",
    "# Compute and display the accuracy\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print 'Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
